---
_id: '4780'
abstract:
- lang: eng
  text: Quantifying and designing the cost pool generated by Business Intelligence
    and Analytics (BI&A) would improve cost transparency and invoicing processes,
    allowing a fairer, more exact allocation of costs to service consumers. Yet there
    is still no method for determining BI&A costs to provide a base for allocation
    purposes. While literature describes several methods for BI&A cost estimation
    on an ROI or resource-consumption level, none of these methods considers an overall
    approach for BI&A. To tackle this problem, we propose a service-oriented cost
    allocation model which calculates BI&A applications based on defined services,
    enabling a cost transfer to service consumers. This new approach specifies steps
    towards deriving a usable pricing scheme for an entire BI&A service portfolio
    – both for allocation purposes as well as improving cost evaluation of BI&A projects.
    Moreover, it prevents BI&A departments from being considered as the sole cost
    driver, increasing customer understanding and cost awareness.
author:
- first_name: Raphael
  full_name: Grytz, Raphael
  id: '4481'
  last_name: Grytz
- first_name: Artus
  full_name: Krohn-Grimberghe, Artus
  last_name: Krohn-Grimberghe
citation:
  ama: 'Grytz R, Krohn-Grimberghe A. Service-oriented Cost Allocation for Business
    Intelligence and Analytics: Who pays for BI&#38;A? In: <i>Proceedings of the 50th
    Hawaii International Conference on System Sciences (2017)</i>. Koloa, HI, USA:
    Hawaii International Conference on System Sciences; 2017. doi:<a href="https://doi.org/10.24251/hicss.2017.123">10.24251/hicss.2017.123</a>'
  apa: 'Grytz, R., &#38; Krohn-Grimberghe, A. (2017). Service-oriented Cost Allocation
    for Business Intelligence and Analytics: Who pays for BI&#38;A? In <i>Proceedings
    of the 50th Hawaii International Conference on System Sciences (2017)</i>. Koloa,
    HI, USA: Hawaii International Conference on System Sciences. <a href="https://doi.org/10.24251/hicss.2017.123">https://doi.org/10.24251/hicss.2017.123</a>'
  bibtex: '@inproceedings{Grytz_Krohn-Grimberghe_2017, place={Koloa, HI, USA}, title={Service-oriented
    Cost Allocation for Business Intelligence and Analytics: Who pays for BI&#38;A?},
    DOI={<a href="https://doi.org/10.24251/hicss.2017.123">10.24251/hicss.2017.123</a>},
    booktitle={Proceedings of the 50th Hawaii International Conference on System Sciences
    (2017)}, publisher={Hawaii International Conference on System Sciences}, author={Grytz,
    Raphael and Krohn-Grimberghe, Artus}, year={2017} }'
  chicago: 'Grytz, Raphael, and Artus Krohn-Grimberghe. “Service-Oriented Cost Allocation
    for Business Intelligence and Analytics: Who Pays for BI&#38;A?” In <i>Proceedings
    of the 50th Hawaii International Conference on System Sciences (2017)</i>. Koloa,
    HI, USA: Hawaii International Conference on System Sciences, 2017. <a href="https://doi.org/10.24251/hicss.2017.123">https://doi.org/10.24251/hicss.2017.123</a>.'
  ieee: 'R. Grytz and A. Krohn-Grimberghe, “Service-oriented Cost Allocation for Business
    Intelligence and Analytics: Who pays for BI&#38;A?,” in <i>Proceedings of the
    50th Hawaii International Conference on System Sciences (2017)</i>, 2017.'
  mla: 'Grytz, Raphael, and Artus Krohn-Grimberghe. “Service-Oriented Cost Allocation
    for Business Intelligence and Analytics: Who Pays for BI&#38;A?” <i>Proceedings
    of the 50th Hawaii International Conference on System Sciences (2017)</i>, Hawaii
    International Conference on System Sciences, 2017, doi:<a href="https://doi.org/10.24251/hicss.2017.123">10.24251/hicss.2017.123</a>.'
  short: 'R. Grytz, A. Krohn-Grimberghe, in: Proceedings of the 50th Hawaii International
    Conference on System Sciences (2017), Hawaii International Conference on System
    Sciences, Koloa, HI, USA, 2017.'
date_created: 2018-10-18T19:16:58Z
date_updated: 2022-01-06T07:01:22Z
doi: 10.24251/hicss.2017.123
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://scholarspace.manoa.hawaii.edu/bitstream/10125/41276/1/paper0127.pdf
oa: '1'
place: Koloa, HI, USA
publication: Proceedings of the 50th Hawaii International Conference on System Sciences
  (2017)
publication_identifier:
  isbn:
  - '9780998133102'
publication_status: published
publisher: Hawaii International Conference on System Sciences
status: public
title: 'Service-oriented Cost Allocation for Business Intelligence and Analytics:
  Who pays for BI&A?'
type: conference
user_id: '4481'
year: '2017'
...
---
_id: '717'
abstract:
- lang: eng
  text: In conventional large-scale networks, creation and management of network services
    are costly and complex tasks that often consume a lot of resources, including
    time and manpower. Network softwarization and network function virtualization
    have been introduced to tackle these problems, aiming at decreasing costs and
    complexity of implementing new services, maintaining the implemented services,
    and managing available resources in service provisioning platforms and underlying
    infrastructures. To experience the full potential of these approaches, innovative
    development support tools and service provisioning environments are needed. To
    answer these needs, we introduce the architecture of the open-source SONATA system,
    a service programming, orchestration, and management framework. We present a development
    toolchain for virtualized network services, fully integrated with a service platform
    and orchestration system. We introduce the modular and flexible architecture of
    our system and discuss its main components and features, such as function- and
    service-specific managers that allow fine-grained service management, slicing
    support to facilitate multi-tenancy, recursiveness for improved scalability, and
    full-featured DevOps support.
author:
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Michael
  full_name: Bredel, Michael
  last_name: Bredel
- first_name: Johannes
  full_name: Lessmann, Johannes
  last_name: Lessmann
- first_name: Thomas
  full_name: Soenen, Thomas
  last_name: Soenen
- first_name: Wouter
  full_name: Tavernier, Wouter
  last_name: Tavernier
- first_name: Sharon
  full_name: Mendel-Brin, Sharon
  last_name: Mendel-Brin
- first_name: George
  full_name: Xilouris, George
  last_name: Xilouris
citation:
  ama: 'Dräxler S, Karl H, Peuster M, et al. SONATA: Service programming and orchestration
    for virtualized software networks. In: <i>2017 IEEE International Conference on
    Communications Workshops (ICC Workshops)</i>. IEEE; 2017. doi:<a href="https://doi.org/10.1109/iccw.2017.7962785">10.1109/iccw.2017.7962785</a>'
  apa: 'Dräxler, S., Karl, H., Peuster, M., Razzaghi Kouchaksaraei, H., Bredel, M.,
    Lessmann, J., … Xilouris, G. (2017). SONATA: Service programming and orchestration
    for virtualized software networks. In <i>2017 IEEE International Conference on
    Communications Workshops (ICC Workshops)</i>. Paris, France: IEEE. <a href="https://doi.org/10.1109/iccw.2017.7962785">https://doi.org/10.1109/iccw.2017.7962785</a>'
  bibtex: '@inproceedings{Dräxler_Karl_Peuster_Razzaghi Kouchaksaraei_Bredel_Lessmann_Soenen_Tavernier_Mendel-Brin_Xilouris_2017,
    title={SONATA: Service programming and orchestration for virtualized software
    networks}, DOI={<a href="https://doi.org/10.1109/iccw.2017.7962785">10.1109/iccw.2017.7962785</a>},
    booktitle={2017 IEEE International Conference on Communications Workshops (ICC
    Workshops)}, publisher={IEEE}, author={Dräxler, Sevil and Karl, Holger and Peuster,
    Manuel and Razzaghi Kouchaksaraei, Hadi and Bredel, Michael and Lessmann, Johannes
    and Soenen, Thomas and Tavernier, Wouter and Mendel-Brin, Sharon and Xilouris,
    George}, year={2017} }'
  chicago: 'Dräxler, Sevil, Holger Karl, Manuel Peuster, Hadi Razzaghi Kouchaksaraei,
    Michael Bredel, Johannes Lessmann, Thomas Soenen, Wouter Tavernier, Sharon Mendel-Brin,
    and George Xilouris. “SONATA: Service Programming and Orchestration for Virtualized
    Software Networks.” In <i>2017 IEEE International Conference on Communications
    Workshops (ICC Workshops)</i>. IEEE, 2017. <a href="https://doi.org/10.1109/iccw.2017.7962785">https://doi.org/10.1109/iccw.2017.7962785</a>.'
  ieee: 'S. Dräxler <i>et al.</i>, “SONATA: Service programming and orchestration
    for virtualized software networks,” in <i>2017 IEEE International Conference on
    Communications Workshops (ICC Workshops)</i>, Paris, France, 2017.'
  mla: 'Dräxler, Sevil, et al. “SONATA: Service Programming and Orchestration for
    Virtualized Software Networks.” <i>2017 IEEE International Conference on Communications
    Workshops (ICC Workshops)</i>, IEEE, 2017, doi:<a href="https://doi.org/10.1109/iccw.2017.7962785">10.1109/iccw.2017.7962785</a>.'
  short: 'S. Dräxler, H. Karl, M. Peuster, H. Razzaghi Kouchaksaraei, M. Bredel, J.
    Lessmann, T. Soenen, W. Tavernier, S. Mendel-Brin, G. Xilouris, in: 2017 IEEE
    International Conference on Communications Workshops (ICC Workshops), IEEE, 2017.'
conference:
  end_date: 2017-05-25
  location: Paris, France
  name: 2017 IEEE International Conference on Communications Workshops (ICC Workshops)
  start_date: 2017-05-21
date_created: 2017-11-22T09:42:59Z
date_updated: 2022-01-06T07:03:28Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/iccw.2017.7962785
file:
- access_level: closed
  content_type: application/pdf
  creator: ups
  date_created: 2018-11-02T14:22:10Z
  date_updated: 2018-11-02T14:22:10Z
  file_id: '5270'
  file_name: 07962785.pdf
  file_size: 821211
  relation: main_file
  success: 1
file_date_updated: 2018-11-02T14:22:10Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/pdf/1605.05850.pdf
oa: '1'
project:
- _id: '25'
  call_identifier: 5G PPP Phase 1
  grant_number: '671517'
  name: 'SONATA NFV: Agile Service Development and Orchestration in 5G Virtualized
    Networks'
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: 2017 IEEE International Conference on Communications Workshops (ICC Workshops)
publication_identifier:
  isbn:
  - '9781509015252'
publication_status: published
publisher: IEEE
status: public
title: 'SONATA: Service programming and orchestration for virtualized software networks'
type: conference
user_id: '31764'
year: '2017'
...
---
_id: '723'
abstract:
- lang: eng
  text: "Developing a virtualized network service does not only involve the\r\n  implementation
    and configuration of the network functions it is\r\n  composed of but also its
    integration and test with management\r\n  solutions that will control the service
    in its production\r\n  environment. These integration tasks require testbeds that
    offer the\r\n  needed network function virtualization infrastructure~(NFVI), like
    OpenStack, introducing a\r\n  lot of management and maintenance overheads. Such
    testbed setups\r\n  become even more complicated when the multi\r\n  point-of-presence~(PoP)
    case, with multiple infrastructure\r\n  installations, is considered.\r\n\r\n
    \ In this demo, we showcase an emulation platform that executes\r\n  containerized
    network services in user-defined multi-PoP\r\n  topologies. The platform does
    not only allow network service developers to\r\n  locally test their services
    but also to connect real-world\r\n  management and orchestration solutions to
    the emulated PoPs. During our\r\n  interactive demonstration we focus on the integration
    between\r\n  the emulated infrastructure and state-of-the-art orchestration\r\n
    \ solutions like SONATA or OSM."
author:
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Steven
  full_name: van Rossem, Steven
  last_name: van Rossem
- first_name: Wouter
  full_name: Tavernier, Wouter
  last_name: Tavernier
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Peuster M, Dräxler S, Razzaghi Kouchaksaraei H, van Rossem S, Tavernier W,
    Karl H. A flexible multi-pop infrastructure emulator for carrier-grade MANO systems.
    In: <i>IEEE Conference on Network Softwarization, NetSoft 2017, Bologna, Italy,
    July 3-7, 2017</i>. ; 2017:1--3. doi:<a href="https://doi.org/10.1109/NETSOFT.2017.8004250">10.1109/NETSOFT.2017.8004250</a>'
  apa: Peuster, M., Dräxler, S., Razzaghi Kouchaksaraei, H., van Rossem, S., Tavernier,
    W., &#38; Karl, H. (2017). A flexible multi-pop infrastructure emulator for carrier-grade
    MANO systems. In <i>IEEE Conference on Network Softwarization, NetSoft 2017, Bologna,
    Italy, July 3-7, 2017</i> (pp. 1--3). Bologna. <a href="https://doi.org/10.1109/NETSOFT.2017.8004250">https://doi.org/10.1109/NETSOFT.2017.8004250</a>
  bibtex: '@inproceedings{Peuster_Dräxler_Razzaghi Kouchaksaraei_van Rossem_Tavernier_Karl_2017,
    title={A flexible multi-pop infrastructure emulator for carrier-grade MANO systems},
    DOI={<a href="https://doi.org/10.1109/NETSOFT.2017.8004250">10.1109/NETSOFT.2017.8004250</a>},
    booktitle={IEEE Conference on Network Softwarization, NetSoft 2017, Bologna, Italy,
    July 3-7, 2017}, author={Peuster, Manuel and Dräxler, Sevil and Razzaghi Kouchaksaraei,
    Hadi and van Rossem, Steven and Tavernier, Wouter and Karl, Holger}, year={2017},
    pages={1--3} }'
  chicago: Peuster, Manuel, Sevil Dräxler, Hadi Razzaghi Kouchaksaraei, Steven van
    Rossem, Wouter Tavernier, and Holger Karl. “A Flexible Multi-Pop Infrastructure
    Emulator for Carrier-Grade MANO Systems.” In <i>IEEE Conference on Network Softwarization,
    NetSoft 2017, Bologna, Italy, July 3-7, 2017</i>, 1--3, 2017. <a href="https://doi.org/10.1109/NETSOFT.2017.8004250">https://doi.org/10.1109/NETSOFT.2017.8004250</a>.
  ieee: M. Peuster, S. Dräxler, H. Razzaghi Kouchaksaraei, S. van Rossem, W. Tavernier,
    and H. Karl, “A flexible multi-pop infrastructure emulator for carrier-grade MANO
    systems,” in <i>IEEE Conference on Network Softwarization, NetSoft 2017, Bologna,
    Italy, July 3-7, 2017</i>, Bologna, 2017, pp. 1--3.
  mla: Peuster, Manuel, et al. “A Flexible Multi-Pop Infrastructure Emulator for Carrier-Grade
    MANO Systems.” <i>IEEE Conference on Network Softwarization, NetSoft 2017, Bologna,
    Italy, July 3-7, 2017</i>, 2017, pp. 1--3, doi:<a href="https://doi.org/10.1109/NETSOFT.2017.8004250">10.1109/NETSOFT.2017.8004250</a>.
  short: 'M. Peuster, S. Dräxler, H. Razzaghi Kouchaksaraei, S. van Rossem, W. Tavernier,
    H. Karl, in: IEEE Conference on Network Softwarization, NetSoft 2017, Bologna,
    Italy, July 3-7, 2017, 2017, pp. 1--3.'
conference:
  location: Bologna
  name: IEEE Conference on Network Softwarization
date_created: 2017-11-27T10:22:25Z
date_updated: 2022-01-06T07:03:30Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/NETSOFT.2017.8004250
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2018-07-05T11:14:37Z
  date_updated: 2018-07-05T11:14:37Z
  file_id: '3432'
  file_name: main_ris.pdf
  file_size: 963155
  relation: main_file
file_date_updated: 2018-07-05T11:14:37Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
page: 1--3
project:
- _id: '25'
  call_identifier: 5G PPP Phase 1
  grant_number: '671517'
  name: 'SONATA NFV: Agile Service Development and Orchestration in 5G Virtualized
    Networks'
publication: IEEE Conference on Network Softwarization, NetSoft 2017, Bologna, Italy,
  July 3-7, 2017
publication_status: published
status: public
title: A flexible multi-pop infrastructure emulator for carrier-grade MANO systems
type: conference
urn: '7236'
user_id: '13271'
year: '2017'
...
---
_id: '87'
abstract:
- lang: eng
  text: Management of complex network services requires flexible and efficient service
    provisioning as well as optimized handling of continuous changes in the workload
    of the service.To adapt to changes in the demand, service components need to be
    replicated (scaling) and allocated to physical resources (placement) dynamically.
    In this paper, we propose a fullyautomated approach to the joint optimization
    problem of scaling and placement, enabling quick reaction to changes. We formalize
    the problem, analyze its complexity, and develop two algorithms to solve it. Extensive
    empirical results show the applicability andeffectiveness of the proposed approach.
author:
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Zoltan Adam
  full_name: Mann, Zoltan Adam
  last_name: Mann
citation:
  ama: 'Dräxler S, Karl H, Mann ZA. Joint Optimization of Scaling and Placement of
    Virtual Network Services. In: <i>Proceedings of the 17th IEEE/ACM International
    Symposium on Cluster, Cloud and Grid Computing (CCGrid 2017)</i>. ; 2017. doi:<a
    href="https://doi.org/10.1109/CCGRID.2017.25">10.1109/CCGRID.2017.25</a>'
  apa: Dräxler, S., Karl, H., &#38; Mann, Z. A. (2017). Joint Optimization of Scaling
    and Placement of Virtual Network Services. In <i>Proceedings of the 17th IEEE/ACM
    International Symposium on Cluster, Cloud and Grid Computing (CCGrid 2017)</i>.
    <a href="https://doi.org/10.1109/CCGRID.2017.25">https://doi.org/10.1109/CCGRID.2017.25</a>
  bibtex: '@inproceedings{Dräxler_Karl_Mann_2017, title={Joint Optimization of Scaling
    and Placement of Virtual Network Services}, DOI={<a href="https://doi.org/10.1109/CCGRID.2017.25">10.1109/CCGRID.2017.25</a>},
    booktitle={Proceedings of the 17th IEEE/ACM International Symposium on Cluster,
    Cloud and Grid Computing (CCGrid 2017)}, author={Dräxler, Sevil and Karl, Holger
    and Mann, Zoltan Adam}, year={2017} }'
  chicago: Dräxler, Sevil, Holger Karl, and Zoltan Adam Mann. “Joint Optimization
    of Scaling and Placement of Virtual Network Services.” In <i>Proceedings of the
    17th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid
    2017)</i>, 2017. <a href="https://doi.org/10.1109/CCGRID.2017.25">https://doi.org/10.1109/CCGRID.2017.25</a>.
  ieee: S. Dräxler, H. Karl, and Z. A. Mann, “Joint Optimization of Scaling and Placement
    of Virtual Network Services,” in <i>Proceedings of the 17th IEEE/ACM International
    Symposium on Cluster, Cloud and Grid Computing (CCGrid 2017)</i>, 2017.
  mla: Dräxler, Sevil, et al. “Joint Optimization of Scaling and Placement of Virtual
    Network Services.” <i>Proceedings of the 17th IEEE/ACM International Symposium
    on Cluster, Cloud and Grid Computing (CCGrid 2017)</i>, 2017, doi:<a href="https://doi.org/10.1109/CCGRID.2017.25">10.1109/CCGRID.2017.25</a>.
  short: 'S. Dräxler, H. Karl, Z.A. Mann, in: Proceedings of the 17th IEEE/ACM International
    Symposium on Cluster, Cloud and Grid Computing (CCGrid 2017), 2017.'
date_created: 2017-10-17T12:41:08Z
date_updated: 2022-01-06T07:03:59Z
ddc:
- '040'
department:
- _id: '75'
doi: 10.1109/CCGRID.2017.25
file:
- access_level: open_access
  content_type: application/pdf
  creator: sevilmeh
  date_created: 2018-06-25T08:07:43Z
  date_updated: 2018-06-25T08:07:43Z
  file_id: '3324'
  file_name: RIS.pdf
  file_size: 2229109
  relation: main_file
file_date_updated: 2018-06-25T08:07:43Z
has_accepted_license: '1'
oa: '1'
project:
- _id: '1'
  name: SFB 901
- _id: '16'
  name: SFB 901 - Subprojekt C4
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '25'
  call_identifier: 5G PPP Phase 1
  grant_number: '671517'
  name: 'SONATA NFV: Agile Service Development and Orchestration in 5G Virtualized
    Networks'
publication: Proceedings of the 17th IEEE/ACM International Symposium on Cluster,
  Cloud and Grid Computing (CCGrid 2017)
status: public
title: Joint Optimization of Scaling and Placement of Virtual Network Services
type: conference
urn: '873'
user_id: '31764'
year: '2017'
...
---
_id: '981'
abstract:
- lang: eng
  text: "Benchmarking and profiling virtual network functions (VNFs) generates input\r\nknowledge
    for resource management decisions taken by \r\nmanagement and orchestration systems.
    \r\nSuch VNFs are usually not executed in isolation but are often deployed as
    part of a service function chain (SFC) that connects single functions into complex
    \r\nstructures. To manage such chains, isolated performance\r\nprofiles of single
    functions have to be combined to get insights into \r\nthe overall behavior of
    an SFC. This becomes particularly\r\nchallenging in highly agile DevOps environments
    in which profiling\r\nprocesses need to be fully automated and detailed insights
    about a chain's\r\ninternal structures are not always available. \r\n\r\nIn this
    paper, we introduce a\r\nfully automatable, flexible, and platform-agnostic profiling\r\nsystem
    that allows to profile entire SFCs at once. This obviates \r\nmanual modeling
    procedures to combine profiling results from single\r\nVNFs to reflect SFC performance.
    \r\nWe use a case study with different SFC configurations to show that it\r\nis
    hard to model the resulting SFC performance based on single-VNF measurements and
    that\r\nperformance interactions between real, non-trivial functions that are
    deployed in a\r\nchain exist.  "
author:
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Peuster M, Karl H. Profile Your Chains, Not Functions. Automated Network Service
    Profiling in DevOps Environments. In: <i>IEEE Conference on Network Function Virtualisation
    and Software Defined Networks (NFV-SDN)</i>. Berlin; 2017. doi:<a href="https://doi.org/10.1109/NFV-SDN.2017.8169826">10.1109/NFV-SDN.2017.8169826</a>'
  apa: Peuster, M., &#38; Karl, H. (2017). Profile Your Chains, Not Functions. Automated
    Network Service Profiling in DevOps Environments. In <i>IEEE Conference on Network
    Function Virtualisation and Software Defined Networks (NFV-SDN)</i>. Berlin. <a
    href="https://doi.org/10.1109/NFV-SDN.2017.8169826">https://doi.org/10.1109/NFV-SDN.2017.8169826</a>
  bibtex: '@inproceedings{Peuster_Karl_2017, place={Berlin}, title={Profile Your Chains,
    Not Functions. Automated Network Service Profiling in DevOps Environments}, DOI={<a
    href="https://doi.org/10.1109/NFV-SDN.2017.8169826">10.1109/NFV-SDN.2017.8169826</a>},
    booktitle={IEEE Conference on Network Function Virtualisation and Software Defined
    Networks (NFV-SDN)}, author={Peuster, Manuel and Karl, Holger}, year={2017} }'
  chicago: Peuster, Manuel, and Holger Karl. “Profile Your Chains, Not Functions.
    Automated Network Service Profiling in DevOps Environments.” In <i>IEEE Conference
    on Network Function Virtualisation and Software Defined Networks (NFV-SDN)</i>.
    Berlin, 2017. <a href="https://doi.org/10.1109/NFV-SDN.2017.8169826">https://doi.org/10.1109/NFV-SDN.2017.8169826</a>.
  ieee: M. Peuster and H. Karl, “Profile Your Chains, Not Functions. Automated Network
    Service Profiling in DevOps Environments,” in <i>IEEE Conference on Network Function
    Virtualisation and Software Defined Networks (NFV-SDN)</i>, Berlin, 2017.
  mla: Peuster, Manuel, and Holger Karl. “Profile Your Chains, Not Functions. Automated
    Network Service Profiling in DevOps Environments.” <i>IEEE Conference on Network
    Function Virtualisation and Software Defined Networks (NFV-SDN)</i>, 2017, doi:<a
    href="https://doi.org/10.1109/NFV-SDN.2017.8169826">10.1109/NFV-SDN.2017.8169826</a>.
  short: 'M. Peuster, H. Karl, in: IEEE Conference on Network Function Virtualisation
    and Software Defined Networks (NFV-SDN), Berlin, 2017.'
conference:
  location: Berlin
  name: IEEE Conference on Network Function Virtualisation and Software Defined Networks
    (NFV-SDN)
date_created: 2017-11-27T10:22:29Z
date_updated: 2022-01-06T07:04:22Z
ddc:
- '004'
department:
- _id: '75'
doi: 10.1109/NFV-SDN.2017.8169826
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2018-07-05T11:14:00Z
  date_updated: 2018-07-05T11:14:00Z
  file_id: '3431'
  file_name: main_ris.pdf
  file_size: 2642306
  relation: main_file
file_date_updated: 2018-07-05T11:14:00Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
place: Berlin
project:
- _id: '25'
  call_identifier: 5G PPP Phase 1
  grant_number: '671517'
  name: 'SONATA NFV: Agile Service Development and Orchestration in 5G Virtualized
    Networks'
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: IEEE Conference on Network Function Virtualisation and Software Defined
  Networks (NFV-SDN)
publication_status: published
status: public
title: Profile Your Chains, Not Functions. Automated Network Service Profiling in
  DevOps Environments
type: conference
urn: '9810'
user_id: '13271'
year: '2017'
...
---
_id: '9862'
abstract:
- lang: eng
  text: 'In order to improve the credibility of modern simulation tools, uncertainties
    of different kinds have to be considered. This work is focused on epistemic uncertainties
    in the framework of continuum mechanics, which are taken into account by fuzzy
    analysis. The underlying min-max optimization problem of the extension principle
    is approximated by α-discretization, resulting in a separation of minimum and
    maximum problems. To become more universal, so-called quantities of interest are
    employed, which allow a general formulation for the target problem of interest.
    In this way, the relation to parameter identification problems based on least-squares
    functions is highlighted. The solutions of the related optimization problems with
    simple constraints are obtained with a gradient-based scheme, which is derived
    from a sensitvity analysis for the target problem by means of a variational formulation.
    Two numerical examples for the fuzzy analysis of material parameters are concerned
    with a necking problem at large strain elastoplasticity and a perforated strip
    at large strain hyperelasticity to demonstrate the versatility of the proposed
    variational formulation. '
author:
- first_name: Rolf
  full_name: Mahnken, Rolf
  last_name: Mahnken
citation:
  ama: Mahnken R. “A variational formulation for fuzzy analysis in continuum mechanics.”
    <i>Mathematics and Mechanics of complex systems</i>. 2017;5(3-4).
  apa: Mahnken, R. (2017). “A variational formulation for fuzzy analysis in continuum
    mechanics.” <i>Mathematics and Mechanics of Complex Systems</i>, <i>5</i>(3–4).
  bibtex: '@article{Mahnken_2017, title={“A variational formulation for fuzzy analysis
    in continuum mechanics”}, volume={5}, number={3–4}, journal={Mathematics and Mechanics
    of complex systems}, author={Mahnken, Rolf}, year={2017} }'
  chicago: Mahnken, Rolf. “‘A Variational Formulation for Fuzzy Analysis in Continuum
    Mechanics.’” <i>Mathematics and Mechanics of Complex Systems</i> 5, no. 3–4 (2017).
  ieee: R. Mahnken, “‘A variational formulation for fuzzy analysis in continuum mechanics,’”
    <i>Mathematics and Mechanics of complex systems</i>, vol. 5, no. 3–4, 2017.
  mla: Mahnken, Rolf. “‘A Variational Formulation for Fuzzy Analysis in Continuum
    Mechanics.’” <i>Mathematics and Mechanics of Complex Systems</i>, vol. 5, no.
    3–4, 2017.
  short: R. Mahnken, Mathematics and Mechanics of Complex Systems 5 (2017).
date_created: 2019-05-20T11:36:47Z
date_updated: 2019-05-27T12:54:35Z
department:
- _id: '154'
intvolume: '         5'
issue: 3-4
keyword:
- fuzzy analysis
- α-level optimization
- quantities of interest
- optimization with simple constraints
- large strain elasticity
- large strain elastoplasticity
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://msp.org/memocs/2017/5-3/memocs-v5-n3-p03-s.pdf
oa: '1'
publication: Mathematics and Mechanics of complex systems
publication_identifier:
  issn:
  - ' 2325-3444'
publication_status: published
status: public
title: '"A variational formulation for fuzzy analysis in continuum mechanics"'
type: journal_article
user_id: '78813'
volume: 5
year: '2017'
...
---
_id: '5594'
abstract:
- lang: eng
  text: Design science is a fundamental research stream that contends its position
    in the information systems discipline. While ongoing debates address the relative
    importance of design science contributions in the information systems community,
    insights into the scientific impact of design science research (DSR) are missing
    and this lack of understanding arguably poses challenges to an informed discourse.
    To identify the most influential papers and those factors that explain their scientific
    impact, this paper presents an exploratory study of the scientific impact of DSR
    papers published in the AIS Senior Scholars' Basket of Journals. We uncover the
    current DSR landscape by taking stock of influential papers and theories and develop
    a model to explain the scientific impact of DSR papers. Our findings show that
    scientific impact is significantly explained by theorization and novelty. We discuss
    how the implications of our work can be projected on the overarching discourse
    on DSR.
author:
- first_name: Gerit
  full_name: Wagner, Gerit
  last_name: Wagner
- first_name: Julian
  full_name: Prester, Julian
  last_name: Prester
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
citation:
  ama: 'Wagner G, Prester J, Schryen G. Exploring the Scientific Impact of Information
    Systems Design Science Research: A Scientometric Study. In: <i>38th International
    Conference on Information Systems</i>. ; 2017.'
  apa: 'Wagner, G., Prester, J., &#38; Schryen, G. (2017). Exploring the Scientific
    Impact of Information Systems Design Science Research: A Scientometric Study.
    In <i>38th International Conference on Information Systems</i>. Seoul, South Korea.'
  bibtex: '@inproceedings{Wagner_Prester_Schryen_2017, title={Exploring the Scientific
    Impact of Information Systems Design Science Research: A Scientometric Study},
    booktitle={38th International Conference on Information Systems}, author={Wagner,
    Gerit and Prester, Julian and Schryen, Guido}, year={2017} }'
  chicago: 'Wagner, Gerit, Julian Prester, and Guido Schryen. “Exploring the Scientific
    Impact of Information Systems Design Science Research: A Scientometric Study.”
    In <i>38th International Conference on Information Systems</i>, 2017.'
  ieee: 'G. Wagner, J. Prester, and G. Schryen, “Exploring the Scientific Impact of
    Information Systems Design Science Research: A Scientometric Study,” in <i>38th
    International Conference on Information Systems</i>, Seoul, South Korea, 2017.'
  mla: 'Wagner, Gerit, et al. “Exploring the Scientific Impact of Information Systems
    Design Science Research: A Scientometric Study.” <i>38th International Conference
    on Information Systems</i>, 2017.'
  short: 'G. Wagner, J. Prester, G. Schryen, in: 38th International Conference on
    Information Systems, 2017.'
conference:
  location: Seoul, South Korea
  name: 38th International Conference on Information Systems
date_created: 2018-11-14T11:33:56Z
date_updated: 2022-01-06T07:02:05Z
ddc:
- '000'
department:
- _id: '277'
extern: '1'
file:
- access_level: open_access
  content_type: application/pdf
  creator: hsiemes
  date_created: 2018-12-07T11:31:37Z
  date_updated: 2018-12-13T15:07:05Z
  file_id: '6026'
  file_name: ICIS2017-Revision.pdf
  file_size: 223790
  relation: main_file
file_date_updated: 2018-12-13T15:07:05Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
publication: 38th International Conference on Information Systems
status: public
title: 'Exploring the Scientific Impact of Information Systems Design Science Research:
  A Scientometric Study'
type: conference
user_id: '61579'
year: '2017'
...
---
_id: '5633'
abstract:
- lang: eng
  text: 'Literature reviews (LRs) are recognized for their increasing impact in the
    information systems literature. Methodologists have drawn attention to the question
    of how we can leverage the value of LRs to preserve and generate knowledge. The
    panelists who participated in the discussion of ?Standalone Literature Reviews
    in IS Research: What Can Be Learnt from the Past and Other Fields?? at ICIS 2016
    in Dublin acknowledged this significant issue and debated a) what the IS field
    can learn from other fields and where IS-specific challenges occur, b) how the
    IS field should move forward to foster the genre of LRs, and c) what best practices
    are to train doctoral IS students in publishing LRs. This article reports the
    key takeaways of this panel discussion. Guidance for IS scholars is provided on
    how to conduct LRs that contribute to the cumulative knowledge development within
    and across the IS field to best prepare the next generation of IS scholars.'
author:
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
- first_name: Alexander
  full_name: Benlian, Alexander
  last_name: Benlian
- first_name: Frantz
  full_name: Rowe, Frantz
  last_name: Rowe
- first_name: Gregor
  full_name: Shirley, Gregor
  last_name: Shirley
- first_name: Kai
  full_name: Larsen, Kai
  last_name: Larsen
- first_name: Stacie
  full_name: Petter, Stacie
  last_name: Petter
- first_name: Guy
  full_name: Par{\'e}, Guy
  last_name: Par{\'e}
- first_name: Gerit
  full_name: Wagner, Gerit
  last_name: Wagner
- first_name: Steffi
  full_name: Haag, Steffi
  last_name: Haag
- first_name: Emrah
  full_name: Yasasin, Emrah
  last_name: Yasasin
citation:
  ama: 'Schryen G, Benlian A, Rowe F, et al. Literature Reviews in IS Research: What
    Can Be Learnt from the Past and Other Fields? <i>Communications of the AIS</i>.
    2017;40:557-569.'
  apa: 'Schryen, G., Benlian, A., Rowe, F., Shirley, G., Larsen, K., Petter, S., …
    Yasasin, E. (2017). Literature Reviews in IS Research: What Can Be Learnt from
    the Past and Other Fields? <i>Communications of the AIS</i>, <i>40</i>, 557–569.'
  bibtex: '@article{Schryen_Benlian_Rowe_Shirley_Larsen_Petter_Par{\’e}_Wagner_Haag_Yasasin_2017,
    title={Literature Reviews in IS Research: What Can Be Learnt from the Past and
    Other Fields?}, volume={40}, journal={Communications of the AIS}, publisher={Association
    for Information Systems (AIS)}, author={Schryen, Guido and Benlian, Alexander
    and Rowe, Frantz and Shirley, Gregor and Larsen, Kai and Petter, Stacie and Par{\’e},
    Guy and Wagner, Gerit and Haag, Steffi and Yasasin, Emrah}, year={2017}, pages={557–569}
    }'
  chicago: 'Schryen, Guido, Alexander Benlian, Frantz Rowe, Gregor Shirley, Kai Larsen,
    Stacie Petter, Guy Par{\’e}, Gerit Wagner, Steffi Haag, and Emrah Yasasin. “Literature
    Reviews in IS Research: What Can Be Learnt from the Past and Other Fields?” <i>Communications
    of the AIS</i> 40 (2017): 557–69.'
  ieee: 'G. Schryen <i>et al.</i>, “Literature Reviews in IS Research: What Can Be
    Learnt from the Past and Other Fields?,” <i>Communications of the AIS</i>, vol.
    40, pp. 557–569, 2017.'
  mla: 'Schryen, Guido, et al. “Literature Reviews in IS Research: What Can Be Learnt
    from the Past and Other Fields?” <i>Communications of the AIS</i>, vol. 40, Association
    for Information Systems (AIS), 2017, pp. 557–69.'
  short: G. Schryen, A. Benlian, F. Rowe, G. Shirley, K. Larsen, S. Petter, G. Par{\’e},
    G. Wagner, S. Haag, E. Yasasin, Communications of the AIS 40 (2017) 557–569.
date_created: 2018-11-14T14:25:40Z
date_updated: 2022-01-06T07:02:14Z
ddc:
- '000'
department:
- _id: '277'
extern: '1'
file:
- access_level: open_access
  content_type: application/pdf
  creator: hsiemes
  date_created: 2018-12-07T11:33:59Z
  date_updated: 2018-12-13T15:07:15Z
  file_id: '6027'
  file_name: Schryen et al. (forthcoming), Literature Reviews in IS Research, What
    Can Be Learnt from the Past and Other Fields, Communications of th.pdf
  file_size: 361850
  relation: main_file
file_date_updated: 2018-12-13T15:07:15Z
has_accepted_license: '1'
intvolume: '        40'
keyword:
- Literature Review
- Review Methodology
- Research Methodology
- Doctoral Training
language:
- iso: eng
oa: '1'
page: 557 - 569
publication: Communications of the AIS
publication_identifier:
  issn:
  - 1529-3181
publisher: Association for Information Systems (AIS)
status: public
title: 'Literature Reviews in IS Research: What Can Be Learnt from the Past and Other
  Fields?'
type: journal_article
user_id: '61579'
volume: 40
year: '2017'
...
---
_id: '5671'
abstract:
- lang: eng
  text: Multi-attribute value theory (MAVT)-based recommender systems have been proposed
    for dealing with issues of existing recommender systems, such as the cold-start
    problem and changing preferences. However, as we argue in this paper, existing
    MAVT-based methods for measuring attribute importance weights do not fit the shopping
    tasks for which recommender systems are typically used. These methods assume well-trained
    decision makers who are willing to invest time and cognitive effort, and who are
    familiar with the attributes describing the available alternatives and the ranges
    of these attribute levels. Yet, recommender systems are most often used by consumers
    who are usually not familiar with the available attributes and ranges and who
    wish to save time and effort. Against this background, we develop a new method,
    based on a product configuration process, which is tailored to the characteristics
    of these particular decision makers. We empirically compare our method to SWING,
    ranking-based conjoint analysis and TRADEOFF in a between-subjects laboratory
    experiment with 153 participants. Results indicate that our proposed method performs
    better than TRADEOFF and CONJOINT and at least as well as SWING in terms of recommendation
    accuracy, better than SWING and TRADEOFF and at least as well as CONJOINT in terms
    of cognitive load, and that participants were faster with our method than with
    any other method. We conclude that our method is a promising option to help support
    consumers' decision processes in e-commerce shopping tasks.
author:
- first_name: Michael
  full_name: Scholz, Michael
  last_name: Scholz
- first_name: Verena
  full_name: Dorner, Verena
  last_name: Dorner
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
- first_name: Alexander
  full_name: Benlian, Alexander
  last_name: Benlian
citation:
  ama: Scholz M, Dorner V, Schryen G, Benlian A. A configuration-based recommender
    system for supporting e-commerce decisions. <i>European Journal of Operational
    Research</i>. 2017;259(1):205-215.
  apa: Scholz, M., Dorner, V., Schryen, G., &#38; Benlian, A. (2017). A configuration-based
    recommender system for supporting e-commerce decisions. <i>European Journal of
    Operational Research</i>, <i>259</i>(1), 205–215.
  bibtex: '@article{Scholz_Dorner_Schryen_Benlian_2017, title={A configuration-based
    recommender system for supporting e-commerce decisions}, volume={259}, number={1},
    journal={European Journal of Operational Research}, publisher={Elsevier}, author={Scholz,
    Michael and Dorner, Verena and Schryen, Guido and Benlian, Alexander}, year={2017},
    pages={205–215} }'
  chicago: 'Scholz, Michael, Verena Dorner, Guido Schryen, and Alexander Benlian.
    “A Configuration-Based Recommender System for Supporting e-Commerce Decisions.”
    <i>European Journal of Operational Research</i> 259, no. 1 (2017): 205–15.'
  ieee: M. Scholz, V. Dorner, G. Schryen, and A. Benlian, “A configuration-based recommender
    system for supporting e-commerce decisions,” <i>European Journal of Operational
    Research</i>, vol. 259, no. 1, pp. 205–215, 2017.
  mla: Scholz, Michael, et al. “A Configuration-Based Recommender System for Supporting
    e-Commerce Decisions.” <i>European Journal of Operational Research</i>, vol. 259,
    no. 1, Elsevier, 2017, pp. 205–15.
  short: M. Scholz, V. Dorner, G. Schryen, A. Benlian, European Journal of Operational
    Research 259 (2017) 205–215.
date_created: 2018-11-14T15:06:18Z
date_updated: 2022-01-06T07:02:27Z
ddc:
- '000'
department:
- _id: '277'
extern: '1'
file:
- access_level: open_access
  content_type: application/pdf
  creator: hsiemes
  date_created: 2018-12-07T11:30:59Z
  date_updated: 2018-12-13T15:06:56Z
  file_id: '6025'
  file_name: EJOR article.pdf
  file_size: 762889
  relation: main_file
file_date_updated: 2018-12-13T15:06:56Z
has_accepted_license: '1'
intvolume: '       259'
issue: '1'
keyword:
- E-Commerce
- Recommender System
- Attribute Weights
- Configuration System
- Decision Support
language:
- iso: eng
oa: '1'
page: 205 - 215
publication: European Journal of Operational Research
publisher: Elsevier
status: public
title: A configuration-based recommender system for supporting e-commerce decisions
type: journal_article
user_id: '61579'
volume: 259
year: '2017'
...
---
_id: '680'
author:
- first_name: Manuel
  full_name: Peter, Manuel
  last_name: Peter
- first_name: Andre
  full_name: Hildebrandt, Andre
  last_name: Hildebrandt
- first_name: Christian
  full_name: Schlickriede, Christian
  id: '59792'
  last_name: Schlickriede
- first_name: Kimia
  full_name: Gharib, Kimia
  last_name: Gharib
- first_name: Thomas
  full_name: Zentgraf, Thomas
  id: '30525'
  last_name: Zentgraf
  orcid: 0000-0002-8662-1101
- first_name: Jens
  full_name: Förstner, Jens
  id: '158'
  last_name: Förstner
  orcid: 0000-0001-7059-9862
- first_name: Stefan
  full_name: Linden, Stefan
  last_name: Linden
citation:
  ama: Peter M, Hildebrandt A, Schlickriede C, et al. Directional Emission from Dielectric
    Leaky-Wave Nanoantennas. <i>Nano Letters</i>. 2017;17(7):4178-4183. doi:<a href="https://doi.org/10.1021/acs.nanolett.7b00966">10.1021/acs.nanolett.7b00966</a>
  apa: Peter, M., Hildebrandt, A., Schlickriede, C., Gharib, K., Zentgraf, T., Förstner,
    J., &#38; Linden, S. (2017). Directional Emission from Dielectric Leaky-Wave Nanoantennas.
    <i>Nano Letters</i>, <i>17</i>(7), 4178–4183. <a href="https://doi.org/10.1021/acs.nanolett.7b00966">https://doi.org/10.1021/acs.nanolett.7b00966</a>
  bibtex: '@article{Peter_Hildebrandt_Schlickriede_Gharib_Zentgraf_Förstner_Linden_2017,
    title={Directional Emission from Dielectric Leaky-Wave Nanoantennas}, volume={17},
    DOI={<a href="https://doi.org/10.1021/acs.nanolett.7b00966">10.1021/acs.nanolett.7b00966</a>},
    number={7}, journal={Nano Letters}, publisher={American Chemical Society (ACS)},
    author={Peter, Manuel and Hildebrandt, Andre and Schlickriede, Christian and Gharib,
    Kimia and Zentgraf, Thomas and Förstner, Jens and Linden, Stefan}, year={2017},
    pages={4178–4183} }'
  chicago: 'Peter, Manuel, Andre Hildebrandt, Christian Schlickriede, Kimia Gharib,
    Thomas Zentgraf, Jens Förstner, and Stefan Linden. “Directional Emission from
    Dielectric Leaky-Wave Nanoantennas.” <i>Nano Letters</i> 17, no. 7 (2017): 4178–83.
    <a href="https://doi.org/10.1021/acs.nanolett.7b00966">https://doi.org/10.1021/acs.nanolett.7b00966</a>.'
  ieee: M. Peter <i>et al.</i>, “Directional Emission from Dielectric Leaky-Wave Nanoantennas,”
    <i>Nano Letters</i>, vol. 17, no. 7, pp. 4178–4183, 2017.
  mla: Peter, Manuel, et al. “Directional Emission from Dielectric Leaky-Wave Nanoantennas.”
    <i>Nano Letters</i>, vol. 17, no. 7, American Chemical Society (ACS), 2017, pp.
    4178–83, doi:<a href="https://doi.org/10.1021/acs.nanolett.7b00966">10.1021/acs.nanolett.7b00966</a>.
  short: M. Peter, A. Hildebrandt, C. Schlickriede, K. Gharib, T. Zentgraf, J. Förstner,
    S. Linden, Nano Letters 17 (2017) 4178–4183.
date_created: 2017-11-13T07:36:01Z
date_updated: 2022-01-06T07:03:20Z
ddc:
- '530'
department:
- _id: '61'
- _id: '289'
doi: 10.1021/acs.nanolett.7b00966
file:
- access_level: open_access
  content_type: application/pdf
  creator: fossie
  date_created: 2018-08-16T08:07:31Z
  date_updated: 2018-08-21T10:41:58Z
  file_id: '3917'
  file_name: 2017-08 Peter - Nano Letters - Directional Emission from Dielectric Leaky-Wave
    Antennas.pdf
  file_size: 3398275
  relation: main_file
file_date_updated: 2018-08-21T10:41:58Z
has_accepted_license: '1'
intvolume: '        17'
issue: '7'
keyword:
- tet_topic_opticalantenna
language:
- iso: eng
oa: '1'
page: 4178-4183
project:
- _id: '53'
  name: TRR 142
- _id: '56'
  name: TRR 142 - Project Area C
- _id: '74'
  name: TRR 142 - Subproject C4
publication: Nano Letters
publication_identifier:
  issn:
  - 1530-6984
  - 1530-6992
publication_status: published
publisher: American Chemical Society (ACS)
status: public
title: Directional Emission from Dielectric Leaky-Wave Nanoantennas
type: journal_article
urn: '6808'
user_id: '158'
volume: 17
year: '2017'
...
---
_id: '10594'
abstract:
- lang: eng
  text: "Multiobjective optimization plays an increasingly important role in modern
    applications, where several criteria are often of equal importance. The task in
    multiobjective optimization and multiobjective optimal control is therefore to
    compute\r\nthe set of optimal compromises (the Pareto set) between the conflicting
    objectives.\r\n\r\nSince – in contrast to the solution of a single objective optimization
    problem – the\r\nPareto set generally consists of an infinite number of solutions,
    the computational\r\neffort can quickly become challenging. This is even more
    the case when many problems have to be solved, when the number of objectives is
    high, or when the objectives\r\nare costly to evaluate. Consequently, this thesis
    is devoted to the identification and\r\nexploitation of structure both in the
    Pareto set and the dynamics of the underlying\r\nmodel as well as to the development
    of efficient algorithms for solving problems with\r\nadditional parameters, with
    a high number of objectives or with PDE-constraints.\r\nThese three challenges
    are addressed in three respective parts.\r\n\r\nIn the first part, predictor-corrector
    methods are extended to entire Pareto sets.\r\nWhen certain smoothness assumptions
    are satisfied, then the set of parameter dependent Pareto sets possesses additional
    structure, i.e. it is a manifold. The tangent\r\nspace can be approximated numerically
    which yields a direction for the predictor\r\nstep. In the corrector step, the
    predicted set converges to the Pareto set at a new\r\nparameter value. The resulting
    algorithm is applied to an example from autonomous\r\ndriving.\r\n\r\nIn the second
    part, the hierarchical structure of Pareto sets is investigated. When\r\nconsidering
    a subset of the objectives, the resulting solution is a subset of the Pareto\r\nset
    of the original problem. Under additional smoothness assumptions, the respective
    subsets are located on the boundary of the Pareto set of the full problem. This\r\nway,
    the “skeleton” of a Pareto set can be computed and due to the exponential\r\nincrease
    in computing time with the number of objectives, the computations of\r\nthese
    subsets are significantly faster which is demonstrated using an example from\r\nindustrial
    laundries.\r\n\r\nIn the third part, PDE-constrained multiobjective optimal control
    problems are\r\naddressed by reduced order modeling methods. Reduced order models
    exploit the\r\nstructure in the system dynamics, for example by describing the
    dynamics of only the\r\nmost energetic modes. The model reduction introduces an
    error in both the function values and their gradients, which has to be taken into
    account in the development of\r\nalgorithms. Both scalarization and set-oriented
    approaches are coupled with reduced\r\norder modeling. Convergence results are
    presented and the numerical benefit is\r\ninvestigated. The algorithms are applied
    to semi-linear heat flow problems as well\r\nas to the Navier-Stokes equations.\r\n"
author:
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: https://orcid.org/0000-0002-3389-793X
citation:
  ama: Peitz S. <i>  Exploiting Structure in Multiobjective Optimization and Optimal
    Control</i>.; 2017. doi:<a href="https://doi.org/10.17619/UNIPB/1-176">10.17619/UNIPB/1-176</a>
  apa: Peitz, S. (2017). <i>  Exploiting structure in multiobjective optimization
    and optimal control</i>. <a href="https://doi.org/10.17619/UNIPB/1-176">https://doi.org/10.17619/UNIPB/1-176</a>
  bibtex: '@book{Peitz_2017, title={  Exploiting structure in multiobjective optimization
    and optimal control}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-176">10.17619/UNIPB/1-176</a>},
    author={Peitz, Sebastian}, year={2017} }'
  chicago: Peitz, Sebastian. <i>  Exploiting Structure in Multiobjective Optimization
    and Optimal Control</i>, 2017. <a href="https://doi.org/10.17619/UNIPB/1-176">https://doi.org/10.17619/UNIPB/1-176</a>.
  ieee: S. Peitz, <i>  Exploiting structure in multiobjective optimization and optimal
    control</i>. 2017.
  mla: Peitz, Sebastian. <i>  Exploiting Structure in Multiobjective Optimization
    and Optimal Control</i>. 2017, doi:<a href="https://doi.org/10.17619/UNIPB/1-176">10.17619/UNIPB/1-176</a>.
  short: S. Peitz,   Exploiting Structure in Multiobjective Optimization and Optimal
    Control, 2017.
date_created: 2019-07-10T08:12:22Z
date_updated: 2022-01-06T06:50:46Z
ddc:
- '510'
department:
- _id: '101'
doi: 10.17619/UNIPB/1-176
file:
- access_level: closed
  content_type: application/pdf
  creator: speitz
  date_created: 2020-03-13T12:52:50Z
  date_updated: 2020-03-13T12:52:50Z
  file_id: '16298'
  file_name: Dissertation_Peitz.pdf
  file_size: 16636801
  relation: main_file
  success: 1
file_date_updated: 2020-03-13T12:52:50Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://d-nb.info/1139356542/34
oa: '1'
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication_status: published
status: public
title: " \tExploiting structure in multiobjective optimization and optimal control"
type: dissertation
user_id: '47427'
year: '2017'
...
---
_id: '1083'
abstract:
- lang: eng
  text: In actual school choice applications the theoretical underpinnings of the
    Boston School Choice Mechanism (BM) (complete information and rationality of the
    agents) are often not given. We analyze the actual behavior of agents in such
    a matching mechanism, using data from the matching mechanism currently used in
    a clearinghouse at a faculty of Business Administration and Economics at a German
    university, where a variant of the BM is used, and supplement this data with data
    generated in a survey among students who participated in the clearinghouse. We
    find that under the current mechanism over 70% of students act strategically.
    Controlling for students' limited information, we find that they do act rationally
    in their decision to act strategically. While students thus seem to react to the
    incentives to act strategically under the BM, they do not seem to be able to use
    this to their own advantage. However, those students acting in line with their
    beliefs manage a significantly better personal outcome than those who do not.
    We also run simulations by using a variant of the deferred acceptance algorithm,
    adapted to our situation, to show that the use of a different algorithm may be
    to the students' advantage.
author:
- first_name: Britta
  full_name: Hoyer, Britta
  id: '42447'
  last_name: Hoyer
- first_name: Nadja
  full_name: Stroh-Maraun, Nadja
  id: '13264'
  last_name: Stroh-Maraun
citation:
  ama: Hoyer B, Stroh-Maraun N. <i>Matching Strategies of Heterogeneous Agents under
    Incomplete Information in a University Clearinghouse</i>. Vol 110. CIE Working
    Paper Series, Paderborn University; 2017.
  apa: Hoyer, B., &#38; Stroh-Maraun, N. (2017). <i>Matching Strategies of Heterogeneous
    Agents under Incomplete Information in a University Clearinghouse</i> (Vol. 110).
    CIE Working Paper Series, Paderborn University.
  bibtex: '@book{Hoyer_Stroh-Maraun_2017, series={Working Papers CIE}, title={Matching
    Strategies of Heterogeneous Agents under Incomplete Information in a University
    Clearinghouse}, volume={110}, publisher={CIE Working Paper Series, Paderborn University},
    author={Hoyer, Britta and Stroh-Maraun, Nadja}, year={2017}, collection={Working
    Papers CIE} }'
  chicago: Hoyer, Britta, and Nadja Stroh-Maraun. <i>Matching Strategies of Heterogeneous
    Agents under Incomplete Information in a University Clearinghouse</i>. Vol. 110.
    Working Papers CIE. CIE Working Paper Series, Paderborn University, 2017.
  ieee: B. Hoyer and N. Stroh-Maraun, <i>Matching Strategies of Heterogeneous Agents
    under Incomplete Information in a University Clearinghouse</i>, vol. 110. CIE
    Working Paper Series, Paderborn University, 2017.
  mla: Hoyer, Britta, and Nadja Stroh-Maraun. <i>Matching Strategies of Heterogeneous
    Agents under Incomplete Information in a University Clearinghouse</i>. Vol. 110,
    CIE Working Paper Series, Paderborn University, 2017.
  short: B. Hoyer, N. Stroh-Maraun, Matching Strategies of Heterogeneous Agents under
    Incomplete Information in a University Clearinghouse, CIE Working Paper Series,
    Paderborn University, 2017.
date_created: 2017-12-20T16:21:51Z
date_updated: 2022-01-06T06:50:51Z
ddc:
- '040'
department:
- _id: '280'
- _id: '205'
- _id: '475'
file:
- access_level: closed
  content_type: application/pdf
  creator: nmaraun
  date_created: 2018-08-15T07:33:12Z
  date_updated: 2018-08-15T07:33:12Z
  file_id: '3911'
  file_name: Matching Strategies of Heterogeneous Agents under Incomplete Information
    in a University Clearinghouse.pdf
  file_size: 346752
  relation: main_file
  success: 1
file_date_updated: 2018-08-15T07:33:12Z
has_accepted_license: '1'
intvolume: '       110'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://groups.uni-paderborn.de/wp-wiwi/RePEc/pdf/ciepap/WP110.pdf
oa: '1'
project:
- _id: '1'
  name: SFB 901
- _id: '2'
  name: SFB 901 - Project Area A
- _id: '7'
  name: SFB 901 - Subproject A3
publisher: CIE Working Paper Series, Paderborn University
series_title: Working Papers CIE
status: public
title: Matching Strategies of Heterogeneous Agents under Incomplete Information in
  a University Clearinghouse
type: working_paper
user_id: '42447'
volume: 110
year: '2017'
...
---
_id: '109'
author:
- first_name: Felix
  full_name: Pauck, Felix
  id: '22398'
  last_name: Pauck
citation:
  ama: Pauck F. <i>Cooperative Static Analysis of Android Applications</i>. Universität
    Paderborn; 2017.
  apa: Pauck, F. (2017). <i>Cooperative static analysis of Android applications</i>.
    Universität Paderborn.
  bibtex: '@book{Pauck_2017, title={Cooperative static analysis of Android applications},
    publisher={Universität Paderborn}, author={Pauck, Felix}, year={2017} }'
  chicago: Pauck, Felix. <i>Cooperative Static Analysis of Android Applications</i>.
    Universität Paderborn, 2017.
  ieee: F. Pauck, <i>Cooperative static analysis of Android applications</i>. Universität
    Paderborn, 2017.
  mla: Pauck, Felix. <i>Cooperative Static Analysis of Android Applications</i>. Universität
    Paderborn, 2017.
  short: F. Pauck, Cooperative Static Analysis of Android Applications, Universität
    Paderborn, 2017.
date_created: 2017-10-17T12:41:12Z
date_updated: 2022-01-06T06:50:52Z
ddc:
- '000'
department:
- _id: '77'
file:
- access_level: open_access
  content_type: application/pdf
  creator: fpauck
  date_created: 2019-08-07T08:55:58Z
  date_updated: 2019-08-07T09:03:48Z
  file_id: '12905'
  file_name: fpauck_2017.pdf
  file_size: 5093611
  relation: main_file
  title: Master's Thesis
file_date_updated: 2019-08-07T09:03:48Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
project:
- _id: '1'
  name: SFB 901
- _id: '12'
  name: SFB 901 - Subprojekt B4
- _id: '3'
  name: SFB 901 - Project Area B
publisher: Universität Paderborn
status: public
supervisor:
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
title: Cooperative static analysis of Android applications
type: mastersthesis
user_id: '22398'
year: '2017'
...
---
_id: '1095'
abstract:
- lang: eng
  text: 'Many university students struggle with motivational problems, and gamification
    has the potential to address these problems. However, using gamification currently
    is rather tedious and time-consuming for instructors because current approaches
    to gamification require instructors to engage in the time-consuming preparation
    of course contents (e.g., for quizzes or mini-games). In reply to this issue,
    we propose a “lean” approach to gamification, which relies on gamifying learning
    activities rather than learning contents. The learning activities that are gamified
    in the lean approach can typically be drawn from existing course syllabi (e.g.,
    attend certain lectures, hand in assignments, read book chapters and articles).
    Hence, compared to existing approaches, lean gamification substantially lowers
    the time requirements posed on instructors for gamifying a given course. Drawing
    on research on limited attention and the present bias, we provide the theoretical
    foundation for the lean gamification approach. In addition, we present a mobile
    application that implements lean gamification and outline a mixed-methods study
    that is currently under way for evaluating whether lean gamification does indeed
    have the potential to increase students’ motivation. We thereby hope to allow
    more students and instructors to benefit from the advantages of gamification. '
author:
- first_name: Thomas
  full_name: John, Thomas
  id: '3952'
  last_name: John
- first_name: Matthias
  full_name: Feldotto, Matthias
  id: '14052'
  last_name: Feldotto
  orcid: 0000-0003-1348-6516
- first_name: Paul
  full_name: Hemsen, Paul
  id: '22546'
  last_name: Hemsen
- first_name: Katrin
  full_name: Klingsieck, Katrin
  last_name: Klingsieck
- first_name: Dennis
  full_name: Kundisch, Dennis
  id: '21117'
  last_name: Kundisch
- first_name: Mike
  full_name: Langendorf, Mike
  last_name: Langendorf
citation:
  ama: 'John T, Feldotto M, Hemsen P, Klingsieck K, Kundisch D, Langendorf M. Towards
    a Lean Approach for Gamifying Education. In: <i>Proceedings of the 25th European
    Conference on Information Systems (ECIS)</i>. ; 2017:2970-2979.'
  apa: John, T., Feldotto, M., Hemsen, P., Klingsieck, K., Kundisch, D., &#38; Langendorf,
    M. (2017). Towards a Lean Approach for Gamifying Education. In <i>Proceedings
    of the 25th European Conference on Information Systems (ECIS)</i> (pp. 2970–2979).
  bibtex: '@inproceedings{John_Feldotto_Hemsen_Klingsieck_Kundisch_Langendorf_2017,
    title={Towards a Lean Approach for Gamifying Education}, booktitle={Proceedings
    of the 25th European Conference on Information Systems (ECIS)}, author={John,
    Thomas and Feldotto, Matthias and Hemsen, Paul and Klingsieck, Katrin and Kundisch,
    Dennis and Langendorf, Mike}, year={2017}, pages={2970–2979} }'
  chicago: John, Thomas, Matthias Feldotto, Paul Hemsen, Katrin Klingsieck, Dennis
    Kundisch, and Mike Langendorf. “Towards a Lean Approach for Gamifying Education.”
    In <i>Proceedings of the 25th European Conference on Information Systems (ECIS)</i>,
    2970–79, 2017.
  ieee: T. John, M. Feldotto, P. Hemsen, K. Klingsieck, D. Kundisch, and M. Langendorf,
    “Towards a Lean Approach for Gamifying Education,” in <i>Proceedings of the 25th
    European Conference on Information Systems (ECIS)</i>, 2017, pp. 2970–2979.
  mla: John, Thomas, et al. “Towards a Lean Approach for Gamifying Education.” <i>Proceedings
    of the 25th European Conference on Information Systems (ECIS)</i>, 2017, pp. 2970–79.
  short: 'T. John, M. Feldotto, P. Hemsen, K. Klingsieck, D. Kundisch, M. Langendorf,
    in: Proceedings of the 25th European Conference on Information Systems (ECIS),
    2017, pp. 2970–2979.'
date_created: 2018-01-05T08:39:41Z
date_updated: 2022-01-06T06:50:53Z
ddc:
- '000'
department:
- _id: '63'
- _id: '541'
- _id: '178'
- _id: '185'
file:
- access_level: closed
  content_type: application/pdf
  creator: feldi
  date_created: 2018-10-31T17:02:07Z
  date_updated: 2018-10-31T17:02:07Z
  file_id: '5232'
  file_name: TOWARDS A LEAN APPROACH TO GAMIFYING EDUCATION.pdf
  file_size: 485333
  relation: main_file
  success: 1
file_date_updated: 2018-10-31T17:02:07Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://aisel.aisnet.org/ecis2017_rip/46
oa: '1'
page: 2970-2979
publication: Proceedings of the 25th European Conference on Information Systems (ECIS)
status: public
title: Towards a Lean Approach for Gamifying Education
type: conference
user_id: '14052'
year: '2017'
...
---
_id: '11717'
abstract:
- lang: eng
  text: In this work, we address the limited availability of large annotated databases
    for real-life audio event detection by utilizing the concept of transfer learning.
    This technique aims to transfer knowledge from a source domain to a target domain,
    even if source and target have different feature distributions and label sets.
    We hypothesize that all acoustic events share the same inventory of basic acoustic
    building blocks and differ only in the temporal order of these acoustic units.
    We then construct a deep neural network with convolutional layers for extracting
    the acoustic units and a recurrent layer for capturing the temporal order. Under
    the above hypothesis, transfer learning from a source to a target domain with
    a different acoustic event inventory is realized by transferring the convolutional
    layers from the source to the target domain. The recurrent layer is, however,
    learnt directly from the target domain. Experiments on the transfer from a synthetic
    source database to the reallife target database of DCASE 2016 demonstrate that
    transfer learning leads to improved detection performance on average. However,
    the successful transfer to detect events which are very different from what was
    seen in the source domain, could not be verified.
author:
- first_name: Prerna
  full_name: Arora, Prerna
  last_name: Arora
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Arora P, Haeb-Umbach R. A Study on Transfer Learning for Acoustic Event Detection
    in a Real Life Scenario. In: <i>IEEE 19th International Workshop on Multimedia
    Signal Processing (MMSP)</i>. ; 2017.'
  apa: Arora, P., &#38; Haeb-Umbach, R. (2017). A Study on Transfer Learning for Acoustic
    Event Detection in a Real Life Scenario. In <i>IEEE 19th International Workshop
    on Multimedia Signal Processing (MMSP)</i>.
  bibtex: '@inproceedings{Arora_Haeb-Umbach_2017, title={A Study on Transfer Learning
    for Acoustic Event Detection in a Real Life Scenario}, booktitle={IEEE 19th International
    Workshop on Multimedia Signal Processing (MMSP)}, author={Arora, Prerna and Haeb-Umbach,
    Reinhold}, year={2017} }'
  chicago: Arora, Prerna, and Reinhold Haeb-Umbach. “A Study on Transfer Learning
    for Acoustic Event Detection in a Real Life Scenario.” In <i>IEEE 19th International
    Workshop on Multimedia Signal Processing (MMSP)</i>, 2017.
  ieee: P. Arora and R. Haeb-Umbach, “A Study on Transfer Learning for Acoustic Event
    Detection in a Real Life Scenario,” in <i>IEEE 19th International Workshop on
    Multimedia Signal Processing (MMSP)</i>, 2017.
  mla: Arora, Prerna, and Reinhold Haeb-Umbach. “A Study on Transfer Learning for
    Acoustic Event Detection in a Real Life Scenario.” <i>IEEE 19th International
    Workshop on Multimedia Signal Processing (MMSP)</i>, 2017.
  short: 'P. Arora, R. Haeb-Umbach, in: IEEE 19th International Workshop on Multimedia
    Signal Processing (MMSP), 2017.'
date_created: 2019-07-12T05:26:54Z
date_updated: 2022-01-06T06:51:07Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2017/MMSP_2017_AroraHaeb.pdf
oa: '1'
publication: IEEE 19th International Workshop on Multimedia Signal Processing (MMSP)
related_material:
  link:
  - description: Poster
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2017/MMSP_2017_AroraHaeb_poster.pdf
status: public
title: A Study on Transfer Learning for Acoustic Event Detection in a Real Life Scenario
type: conference
user_id: '44006'
year: '2017'
...
---
_id: '11735'
abstract:
- lang: eng
  text: This report describes the computation of gradients by algorithmic differentiation
    for statistically optimum beamforming operations. Especially the derivation of
    complex-valued functions is a key component of this approach. Therefore the real-valued
    algorithmic differentiation is extended via the complex-valued chain rule. In
    addition to the basic mathematic operations the derivative of the eigenvalue problem
    with complex-valued eigenvectors is one of the key results of this report. The
    potential of this approach is shown with experimental results on the CHiME-3 challenge
    database. There, the beamforming task is used as a front-end for an ASR system.
    With the developed derivatives a joint optimization of a speech enhancement and
    speech recognition system w.r.t. the recognition optimization criterion is possible.
author:
- first_name: Christoph
  full_name: Boeddeker, Christoph
  id: '40767'
  last_name: Boeddeker
- first_name: Patrick
  full_name: Hanebrink, Patrick
  last_name: Hanebrink
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: Boeddeker C, Hanebrink P, Drude L, Heymann J, Haeb-Umbach R. <i>On the Computation
    of Complex-Valued Gradients with Application to Statistically Optimum Beamforming</i>.;
    2017.
  apa: Boeddeker, C., Hanebrink, P., Drude, L., Heymann, J., &#38; Haeb-Umbach, R.
    (2017). <i>On the Computation of Complex-valued Gradients with Application to
    Statistically Optimum Beamforming</i>.
  bibtex: '@book{Boeddeker_Hanebrink_Drude_Heymann_Haeb-Umbach_2017, title={On the
    Computation of Complex-valued Gradients with Application to Statistically Optimum
    Beamforming}, author={Boeddeker, Christoph and Hanebrink, Patrick and Drude, Lukas
    and Heymann, Jahn and Haeb-Umbach, Reinhold}, year={2017} }'
  chicago: Boeddeker, Christoph, Patrick Hanebrink, Lukas Drude, Jahn Heymann, and
    Reinhold Haeb-Umbach. <i>On the Computation of Complex-Valued Gradients with Application
    to Statistically Optimum Beamforming</i>, 2017.
  ieee: C. Boeddeker, P. Hanebrink, L. Drude, J. Heymann, and R. Haeb-Umbach, <i>On
    the Computation of Complex-valued Gradients with Application to Statistically
    Optimum Beamforming</i>. 2017.
  mla: Boeddeker, Christoph, et al. <i>On the Computation of Complex-Valued Gradients
    with Application to Statistically Optimum Beamforming</i>. 2017.
  short: C. Boeddeker, P. Hanebrink, L. Drude, J. Heymann, R. Haeb-Umbach, On the
    Computation of Complex-Valued Gradients with Application to Statistically Optimum
    Beamforming, 2017.
date_created: 2019-07-12T05:27:15Z
date_updated: 2022-01-06T06:51:08Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2017/ArXiv_2017_BoeddekerHanebrinkHaeb_Article.pdf
oa: '1'
status: public
title: On the Computation of Complex-valued Gradients with Application to Statistically
  Optimum Beamforming
type: report
user_id: '40767'
year: '2017'
...
---
_id: '11736'
abstract:
- lang: eng
  text: In this paper we show how a neural network for spectral mask estimation for
    an acoustic beamformer can be optimized by algorithmic differentiation. Using
    the beamformer output SNR as the objective function to maximize, the gradient
    is propagated through the beamformer all the way to the neural network which provides
    the clean speech and noise masks from which the beamformer coefficients are estimated
    by eigenvalue decomposition. A key theoretical result is the derivative of an
    eigenvalue problem involving complex-valued eigenvectors. Experimental results
    on the CHiME-3 challenge database demonstrate the effectiveness of the approach.
    The tools developed in this paper are a key component for an end-to-end optimization
    of speech enhancement and speech recognition.
author:
- first_name: Christoph
  full_name: Boeddeker, Christoph
  id: '40767'
  last_name: Boeddeker
- first_name: Patrick
  full_name: Hanebrink, Patrick
  last_name: Hanebrink
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Boeddeker C, Hanebrink P, Drude L, Heymann J, Haeb-Umbach R. Optimizing Neural-Network
    Supported Acoustic Beamforming by Algorithmic Differentiation. In: <i>Proc. IEEE
    Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP)</i>. ; 2017.'
  apa: Boeddeker, C., Hanebrink, P., Drude, L., Heymann, J., &#38; Haeb-Umbach, R.
    (2017). Optimizing Neural-Network Supported Acoustic Beamforming by Algorithmic
    Differentiation. In <i>Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal
    Processing (ICASSP)</i>.
  bibtex: '@inproceedings{Boeddeker_Hanebrink_Drude_Heymann_Haeb-Umbach_2017, title={Optimizing
    Neural-Network Supported Acoustic Beamforming by Algorithmic Differentiation},
    booktitle={Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP)},
    author={Boeddeker, Christoph and Hanebrink, Patrick and Drude, Lukas and Heymann,
    Jahn and Haeb-Umbach, Reinhold}, year={2017} }'
  chicago: Boeddeker, Christoph, Patrick Hanebrink, Lukas Drude, Jahn Heymann, and
    Reinhold Haeb-Umbach. “Optimizing Neural-Network Supported Acoustic Beamforming
    by Algorithmic Differentiation.” In <i>Proc. IEEE Intl. Conf. on Acoustics, Speech
    and Signal Processing (ICASSP)</i>, 2017.
  ieee: C. Boeddeker, P. Hanebrink, L. Drude, J. Heymann, and R. Haeb-Umbach, “Optimizing
    Neural-Network Supported Acoustic Beamforming by Algorithmic Differentiation,”
    in <i>Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP)</i>,
    2017.
  mla: Boeddeker, Christoph, et al. “Optimizing Neural-Network Supported Acoustic
    Beamforming by Algorithmic Differentiation.” <i>Proc. IEEE Intl. Conf. on Acoustics,
    Speech and Signal Processing (ICASSP)</i>, 2017.
  short: 'C. Boeddeker, P. Hanebrink, L. Drude, J. Heymann, R. Haeb-Umbach, in: Proc.
    IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP), 2017.'
date_created: 2019-07-12T05:27:16Z
date_updated: 2022-01-06T06:51:08Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2017/icassp_2017_boeddeker_paper.pdf
oa: '1'
publication: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP)
status: public
title: Optimizing Neural-Network Supported Acoustic Beamforming by Algorithmic Differentiation
type: conference
user_id: '44006'
year: '2017'
...
---
_id: '11737'
abstract:
- lang: eng
  text: The benefits of both a logarithmic spectral amplitude (LSA) estimation and
    a modeling in a generalized spectral domain (where short-time amplitudes are raised
    to a generalized power exponent, not restricted to magnitude or power spectrum)
    are combined in this contribution to achieve a better tradeoff between speech
    quality and noise suppression in single-channel speech enhancement. A novel gain
    function is derived to enhance the logarithmic generalized spectral amplitudes
    of noisy speech. Experiments on the CHiME-3 dataset show that it outperforms the
    famous minimum mean squared error (MMSE) LSA gain function of Ephraim and Malah
    in terms of noise suppression by 1.4 dB, while the good speech quality of the
    MMSE-LSA estimator is maintained.
author:
- first_name: Alleksej
  full_name: Chinaev, Alleksej
  last_name: Chinaev
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Chinaev A, Haeb-Umbach R. A Generalized Log-Spectral Amplitude Estimator for
    Single-Channel Speech Enhancement. In: <i>Proc. IEEE Intl. Conf. on Acoustics,
    Speech and Signal Processing (ICASSP)</i>. ; 2017.'
  apa: Chinaev, A., &#38; Haeb-Umbach, R. (2017). A Generalized Log-Spectral Amplitude
    Estimator for Single-Channel Speech Enhancement. In <i>Proc. IEEE Intl. Conf.
    on Acoustics, Speech and Signal Processing (ICASSP)</i>.
  bibtex: '@inproceedings{Chinaev_Haeb-Umbach_2017, title={A Generalized Log-Spectral
    Amplitude Estimator for Single-Channel Speech Enhancement}, booktitle={Proc. IEEE
    Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP)}, author={Chinaev,
    Alleksej and Haeb-Umbach, Reinhold}, year={2017} }'
  chicago: Chinaev, Alleksej, and Reinhold Haeb-Umbach. “A Generalized Log-Spectral
    Amplitude Estimator for Single-Channel Speech Enhancement.” In <i>Proc. IEEE Intl.
    Conf. on Acoustics, Speech and Signal Processing (ICASSP)</i>, 2017.
  ieee: A. Chinaev and R. Haeb-Umbach, “A Generalized Log-Spectral Amplitude Estimator
    for Single-Channel Speech Enhancement,” in <i>Proc. IEEE Intl. Conf. on Acoustics,
    Speech and Signal Processing (ICASSP)</i>, 2017.
  mla: Chinaev, Alleksej, and Reinhold Haeb-Umbach. “A Generalized Log-Spectral Amplitude
    Estimator for Single-Channel Speech Enhancement.” <i>Proc. IEEE Intl. Conf. on
    Acoustics, Speech and Signal Processing (ICASSP)</i>, 2017.
  short: 'A. Chinaev, R. Haeb-Umbach, in: Proc. IEEE Intl. Conf. on Acoustics, Speech
    and Signal Processing (ICASSP), 2017.'
date_created: 2019-07-12T05:27:17Z
date_updated: 2022-01-06T06:51:08Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2017/ChinHaeb17.pdf
oa: '1'
publication: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP)
related_material:
  link:
  - description: Slides
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2017/ChinHaeb17_Slides.pdf
status: public
title: A Generalized Log-Spectral Amplitude Estimator for Single-Channel Speech Enhancement
type: conference
user_id: '44006'
year: '2017'
...
---
_id: '11754'
abstract:
- lang: eng
  text: Recent advances in discriminatively trained mask estimation networks to extract
    a single source utilizing beamforming techniques demonstrate, that the integration
    of statistical models and deep neural networks (DNNs) are a promising approach
    for robust automatic speech recognition (ASR) applications. In this contribution
    we demonstrate how discriminatively trained embeddings on spectral features can
    be tightly integrated into statistical model-based source separation to separate
    and transcribe overlapping speech. Good generalization to unseen spatial configurations
    is achieved by estimating a statistical model at test time, while still leveraging
    discriminative training of deep clustering embeddings on a separate training set.
    We formulate an expectation maximization (EM) algorithm which jointly estimates
    a model for deep clustering embeddings and complex-valued spatial observations
    in the short time Fourier transform (STFT) domain at test time. Extensive simulations
    confirm, that the integrated model outperforms (a) a deep clustering model with
    a subsequent beamforming step and (b) an EM-based model with a beamforming step
    alone in terms of signal to distortion ratio (SDR) and perceptually motivated
    metric (PESQ) gains. ASR results on a reverberated dataset further show, that
    the aforementioned gains translate to reduced word error rates (WERs) even in
    reverberant environments.
author:
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Drude L, Haeb-Umbach R. Tight integration of spatial and spectral features
    for BSS with Deep Clustering embeddings. In: <i>INTERSPEECH 2017, Stockholm, Schweden</i>.
    ; 2017.'
  apa: Drude, L., &#38; Haeb-Umbach, R. (2017). Tight integration of spatial and spectral
    features for BSS with Deep Clustering embeddings. In <i>INTERSPEECH 2017, Stockholm,
    Schweden</i>.
  bibtex: '@inproceedings{Drude_Haeb-Umbach_2017, title={Tight integration of spatial
    and spectral features for BSS with Deep Clustering embeddings}, booktitle={INTERSPEECH
    2017, Stockholm, Schweden}, author={Drude, Lukas and Haeb-Umbach, Reinhold}, year={2017}
    }'
  chicago: Drude, Lukas, and Reinhold Haeb-Umbach. “Tight Integration of Spatial and
    Spectral Features for BSS with Deep Clustering Embeddings.” In <i>INTERSPEECH
    2017, Stockholm, Schweden</i>, 2017.
  ieee: L. Drude and R. Haeb-Umbach, “Tight integration of spatial and spectral features
    for BSS with Deep Clustering embeddings,” in <i>INTERSPEECH 2017, Stockholm, Schweden</i>,
    2017.
  mla: Drude, Lukas, and Reinhold Haeb-Umbach. “Tight Integration of Spatial and Spectral
    Features for BSS with Deep Clustering Embeddings.” <i>INTERSPEECH 2017, Stockholm,
    Schweden</i>, 2017.
  short: 'L. Drude, R. Haeb-Umbach, in: INTERSPEECH 2017, Stockholm, Schweden, 2017.'
date_created: 2019-07-12T05:27:37Z
date_updated: 2022-01-06T06:51:08Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2017/INTERSPEECH_2017_Drude_paper.pdf
oa: '1'
publication: INTERSPEECH 2017, Stockholm, Schweden
related_material:
  link:
  - description: Slides
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2017/INTERSPEECH_2017_Drude_slides.pdf
status: public
title: Tight integration of spatial and spectral features for BSS with Deep Clustering
  embeddings
type: conference
user_id: '44006'
year: '2017'
...
---
_id: '11770'
abstract:
- lang: eng
  text: 'In this contribution we show how to exploit text data to support word discovery
    from audio input in an underresourced target language. Given audio, of which a
    certain amount is transcribed at the word level, and additional unrelated text
    data, the approach is able to learn a probabilistic mapping from acoustic units
    to characters and utilize it to segment the audio data into words without the
    need of a pronunciation dictionary. This is achieved by three components: an unsupervised
    acoustic unit discovery system, a supervisedly trained acoustic unit-to-grapheme
    converter, and a word discovery system, which is initialized with a language model
    trained on the text data. Experiments for multiple setups show that the initialization
    of the language model with text data improves the word segementation performance
    by a large margin.'
author:
- first_name: Thomas
  full_name: Glarner, Thomas
  id: '14169'
  last_name: Glarner
- first_name: Benedikt
  full_name: Boenninghoff, Benedikt
  last_name: Boenninghoff
- first_name: Oliver
  full_name: Walter, Oliver
  last_name: Walter
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Glarner T, Boenninghoff B, Walter O, Haeb-Umbach R. Leveraging Text Data for
    Word Segmentation for Underresourced Languages. In: <i>INTERSPEECH 2017, Stockholm,
    Schweden</i>. ; 2017.'
  apa: Glarner, T., Boenninghoff, B., Walter, O., &#38; Haeb-Umbach, R. (2017). Leveraging
    Text Data for Word Segmentation for Underresourced Languages. In <i>INTERSPEECH
    2017, Stockholm, Schweden</i>.
  bibtex: '@inproceedings{Glarner_Boenninghoff_Walter_Haeb-Umbach_2017, title={Leveraging
    Text Data for Word Segmentation for Underresourced Languages}, booktitle={INTERSPEECH
    2017, Stockholm, Schweden}, author={Glarner, Thomas and Boenninghoff, Benedikt
    and Walter, Oliver and Haeb-Umbach, Reinhold}, year={2017} }'
  chicago: Glarner, Thomas, Benedikt Boenninghoff, Oliver Walter, and Reinhold Haeb-Umbach.
    “Leveraging Text Data for Word Segmentation for Underresourced Languages.” In
    <i>INTERSPEECH 2017, Stockholm, Schweden</i>, 2017.
  ieee: T. Glarner, B. Boenninghoff, O. Walter, and R. Haeb-Umbach, “Leveraging Text
    Data for Word Segmentation for Underresourced Languages,” in <i>INTERSPEECH 2017,
    Stockholm, Schweden</i>, 2017.
  mla: Glarner, Thomas, et al. “Leveraging Text Data for Word Segmentation for Underresourced
    Languages.” <i>INTERSPEECH 2017, Stockholm, Schweden</i>, 2017.
  short: 'T. Glarner, B. Boenninghoff, O. Walter, R. Haeb-Umbach, in: INTERSPEECH
    2017, Stockholm, Schweden, 2017.'
date_created: 2019-07-12T05:27:55Z
date_updated: 2022-01-06T06:51:08Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2017/INTERSPEECH_2017_Glarner_paper.pdf
oa: '1'
publication: INTERSPEECH 2017, Stockholm, Schweden
related_material:
  link:
  - description: Poster
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2017/INTERSPEECH_2017_Glarner_poster.pdf
status: public
title: Leveraging Text Data for Word Segmentation for Underresourced Languages
type: conference
user_id: '44006'
year: '2017'
...
