---
_id: '730'
abstract:
- lang: eng
  text: "Allocating resources to virtualized network functions and services to meet
    service level agreements is a challenging task for NFV management and orchestration
    systems. This becomes even more challenging when agile development methodologies,
    like DevOps, are applied. In such scenarios, management and orchestration systems
    are continuously facing new versions of functions and services which makes it
    hard to decide how much resources have to be allocated to them to provide the
    expected service performance. \r\nOne solution for this problem is to support
    resource allocation decisions with performance behavior information obtained by
    profiling techniques applied to such network functions and services.\r\n\r\nIn
    this position paper, we analyze and discuss the components needed to generate
    such performance behavior information within the NFV DevOps workflow. We also
    outline research questions that identify open issues and missing pieces for a
    fully integrated NFV profiling solution. Further, we introduce a novel profiling
    mechanism that is able to profile virtualized network functions and entire network
    service chains under different resource constraints before they are deployed on
    production infrastructure."
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. Understand Your Chains: Towards Performance Profile-Based
    Network Service Management. In: <i>Fifth European Workshop on Software-Defined
    Networks, EWSDN 2016, Den Haag, The Netherlands, October 10-11, 2016</i>. ; 2016:7--12.
    doi:<a href="https://doi.org/10.1109/EWSDN.2016.9">10.1109/EWSDN.2016.9</a>'
  apa: 'Peuster, M., &#38; Karl, H. (2016). Understand Your Chains: Towards Performance
    Profile-Based Network Service Management. In <i>Fifth European Workshop on Software-Defined
    Networks, EWSDN 2016, Den Haag, The Netherlands, October 10-11, 2016</i> (pp.
    7--12). Den Haag. <a href="https://doi.org/10.1109/EWSDN.2016.9">https://doi.org/10.1109/EWSDN.2016.9</a>'
  bibtex: '@inproceedings{Peuster_Karl_2016, title={Understand Your Chains: Towards
    Performance Profile-Based Network Service Management}, DOI={<a href="https://doi.org/10.1109/EWSDN.2016.9">10.1109/EWSDN.2016.9</a>},
    booktitle={Fifth European Workshop on Software-Defined Networks, EWSDN 2016, Den
    Haag, The Netherlands, October 10-11, 2016}, author={Peuster, Manuel and Karl,
    Holger}, year={2016}, pages={7--12} }'
  chicago: 'Peuster, Manuel, and Holger Karl. “Understand Your Chains: Towards Performance
    Profile-Based Network Service Management.” In <i>Fifth European Workshop on Software-Defined
    Networks, EWSDN 2016, Den Haag, The Netherlands, October 10-11, 2016</i>, 7--12,
    2016. <a href="https://doi.org/10.1109/EWSDN.2016.9">https://doi.org/10.1109/EWSDN.2016.9</a>.'
  ieee: 'M. Peuster and H. Karl, “Understand Your Chains: Towards Performance Profile-Based
    Network Service Management,” in <i>Fifth European Workshop on Software-Defined
    Networks, EWSDN 2016, Den Haag, The Netherlands, October 10-11, 2016</i>, Den
    Haag, 2016, pp. 7--12.'
  mla: 'Peuster, Manuel, and Holger Karl. “Understand Your Chains: Towards Performance
    Profile-Based Network Service Management.” <i>Fifth European Workshop on Software-Defined
    Networks, EWSDN 2016, Den Haag, The Netherlands, October 10-11, 2016</i>, 2016,
    pp. 7--12, doi:<a href="https://doi.org/10.1109/EWSDN.2016.9">10.1109/EWSDN.2016.9</a>.'
  short: 'M. Peuster, H. Karl, in: Fifth European Workshop on Software-Defined Networks,
    EWSDN 2016, Den Haag, The Netherlands, October 10-11, 2016, 2016, pp. 7--12.'
conference:
  location: Den Haag
  name: Fifth European Workshop on Software-Defined Networks (EWSDN
date_created: 2017-11-27T10:22:25Z
date_updated: 2022-01-06T07:03:33Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/EWSDN.2016.9
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2018-06-25T13:10:10Z
  date_updated: 2018-06-25T13:16:56Z
  file_id: '3353'
  file_name: main_ris.pdf
  file_size: 966702
  relation: main_file
file_date_updated: 2018-06-25T13:16:56Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- url: http://ieeexplore.ieee.org/document/7956044/
oa: '1'
page: 7--12
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: Fifth European Workshop on Software-Defined Networks, EWSDN 2016, Den
  Haag, The Netherlands, October 10-11, 2016
publication_status: published
status: public
title: 'Understand Your Chains: Towards Performance Profile-Based Network Service
  Management'
type: conference
urn: '7309'
user_id: '13271'
year: '2016'
...
---
_id: '732'
abstract:
- lang: eng
  text: "Elastic deployments of virtualized network functions~(VNF) can automatically
    scale the amount of used resources in relation to their workload. This is often
    done by starting new VNF instances or stopping old ones. A problem of these scale
    operations is that most network functions are stateful and their internal state
    is not automatically migrated when traffic is redistributed in the deployment.
    As a result, mechanisms are needed to exchange or migrate internal network function
    state between VNF instances.\r\n\r\nThis paper presents a state management framework
    that creates a logically distributed state store on top of elastically deployed
    virtual network functions. We also introduce a novel programming model that provides
    both a local and a global view of the state to each VNF instance. We discuss the
    integration of our framework into existing network function virtualization architectures
    and compare the performance of our prototype to a centralized and a distributed
    state store solution."
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. E-State: Distributed state management in elastic network
    function deployments. In: <i>IEEE NetSoft Conference and Workshops, NetSoft 2016,
    Seoul, South Korea, June 6-10, 2016</i>. ; 2016:6--10. doi:<a href="https://doi.org/10.1109/NETSOFT.2016.7502432">10.1109/NETSOFT.2016.7502432</a>'
  apa: 'Peuster, M., &#38; Karl, H. (2016). E-State: Distributed state management
    in elastic network function deployments. In <i>IEEE NetSoft Conference and Workshops,
    NetSoft 2016, Seoul, South Korea, June 6-10, 2016</i> (pp. 6--10). Seoul. <a href="https://doi.org/10.1109/NETSOFT.2016.7502432">https://doi.org/10.1109/NETSOFT.2016.7502432</a>'
  bibtex: '@inproceedings{Peuster_Karl_2016, title={E-State: Distributed state management
    in elastic network function deployments}, DOI={<a href="https://doi.org/10.1109/NETSOFT.2016.7502432">10.1109/NETSOFT.2016.7502432</a>},
    booktitle={IEEE NetSoft Conference and Workshops, NetSoft 2016, Seoul, South Korea,
    June 6-10, 2016}, author={Peuster, Manuel and Karl, Holger}, year={2016}, pages={6--10}
    }'
  chicago: 'Peuster, Manuel, and Holger Karl. “E-State: Distributed State Management
    in Elastic Network Function Deployments.” In <i>IEEE NetSoft Conference and Workshops,
    NetSoft 2016, Seoul, South Korea, June 6-10, 2016</i>, 6--10, 2016. <a href="https://doi.org/10.1109/NETSOFT.2016.7502432">https://doi.org/10.1109/NETSOFT.2016.7502432</a>.'
  ieee: 'M. Peuster and H. Karl, “E-State: Distributed state management in elastic
    network function deployments,” in <i>IEEE NetSoft Conference and Workshops, NetSoft
    2016, Seoul, South Korea, June 6-10, 2016</i>, Seoul, 2016, pp. 6--10.'
  mla: 'Peuster, Manuel, and Holger Karl. “E-State: Distributed State Management in
    Elastic Network Function Deployments.” <i>IEEE NetSoft Conference and Workshops,
    NetSoft 2016, Seoul, South Korea, June 6-10, 2016</i>, 2016, pp. 6--10, doi:<a
    href="https://doi.org/10.1109/NETSOFT.2016.7502432">10.1109/NETSOFT.2016.7502432</a>.'
  short: 'M. Peuster, H. Karl, in: IEEE NetSoft Conference and Workshops, NetSoft
    2016, Seoul, South Korea, June 6-10, 2016, 2016, pp. 6--10.'
conference:
  location: Seoul
  name: IEEE NetSoft Conference and Workshops
date_created: 2017-11-27T10:22:25Z
date_updated: 2022-01-06T07:03:35Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/NETSOFT.2016.7502432
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2018-06-25T13:10:43Z
  date_updated: 2018-06-25T13:16:47Z
  file_id: '3354'
  file_name: main_ris.pdf
  file_size: 696049
  relation: main_file
file_date_updated: 2018-06-25T13:16:47Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
page: 6--10
publication: IEEE NetSoft Conference and Workshops, NetSoft 2016, Seoul, South Korea,
  June 6-10, 2016
publication_status: published
status: public
title: 'E-State: Distributed state management in elastic network function deployments'
type: conference
urn: '7328'
user_id: '13271'
year: '2016'
...
---
_id: '738'
abstract:
- lang: eng
  text: "Virtualized network services consisting of multiple individual network functions
    are already today deployed across multiple sites, so called multi-PoP (points
    of presence) environments. This allows to improve service performance by optimizing
    its placement in the network. But prototyping and testing of these complex distributed
    software systems becomes extremely challenging. The reason is that not only the
    network service as such has to be tested but also its integration with management
    and orchestration systems. Existing solutions, like simulators, basic network
    emulators, or local cloud testbeds, do not support all aspects of these tasks.\r\n\r\nTo
    this end, we introduce MeDICINE, a novel NFV prototyping platform that is able
    to execute production-ready network functions, provided as software containers,
    in an emulated multi-PoP environment. These network functions can be controlled
    by any third-party management and orchestration system that connects to our platform
    through standard interfaces. Based on this, a developer can use our platform to
    prototype and test complex network services in a realistic environment running
    on his laptop.\r\n"
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
- first_name: Steven
  full_name: van Rossem, Steven
  last_name: van Rossem
citation:
  ama: 'Peuster M, Karl H, van Rossem S. MeDICINE: Rapid Prototyping of Production-Ready
    Network Services in Multi-PoP Environments. In: <i>IEEE Conference on Network
    Function Virtualization and Software Defined Networks (NFV-SDN)</i>. ; 2016. doi:<a
    href="https://doi.org/10.1109/NFV-SDN.2016.7919490">10.1109/NFV-SDN.2016.7919490</a>'
  apa: 'Peuster, M., Karl, H., &#38; van Rossem, S. (2016). MeDICINE: Rapid Prototyping
    of Production-Ready Network Services in Multi-PoP Environments. In <i>IEEE Conference
    on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>.
    Palo Alto. <a href="https://doi.org/10.1109/NFV-SDN.2016.7919490">https://doi.org/10.1109/NFV-SDN.2016.7919490</a>'
  bibtex: '@inproceedings{Peuster_Karl_van Rossem_2016, title={MeDICINE: Rapid Prototyping
    of Production-Ready Network Services in Multi-PoP Environments}, DOI={<a href="https://doi.org/10.1109/NFV-SDN.2016.7919490">10.1109/NFV-SDN.2016.7919490</a>},
    booktitle={IEEE Conference on Network Function Virtualization and Software Defined
    Networks (NFV-SDN)}, author={Peuster, Manuel and Karl, Holger and van Rossem,
    Steven}, year={2016} }'
  chicago: 'Peuster, Manuel, Holger Karl, and Steven van Rossem. “MeDICINE: Rapid
    Prototyping of Production-Ready Network Services in Multi-PoP Environments.” In
    <i>IEEE Conference on Network Function Virtualization and Software Defined Networks
    (NFV-SDN)</i>, 2016. <a href="https://doi.org/10.1109/NFV-SDN.2016.7919490">https://doi.org/10.1109/NFV-SDN.2016.7919490</a>.'
  ieee: 'M. Peuster, H. Karl, and S. van Rossem, “MeDICINE: Rapid Prototyping of Production-Ready
    Network Services in Multi-PoP Environments,” in <i>IEEE Conference on Network
    Function Virtualization and Software Defined Networks (NFV-SDN)</i>, Palo Alto,
    2016.'
  mla: 'Peuster, Manuel, et al. “MeDICINE: Rapid Prototyping of Production-Ready Network
    Services in Multi-PoP Environments.” <i>IEEE Conference on Network Function Virtualization
    and Software Defined Networks (NFV-SDN)</i>, 2016, doi:<a href="https://doi.org/10.1109/NFV-SDN.2016.7919490">10.1109/NFV-SDN.2016.7919490</a>.'
  short: 'M. Peuster, H. Karl, S. van Rossem, in: IEEE Conference on Network Function
    Virtualization and Software Defined Networks (NFV-SDN), 2016.'
conference:
  location: Palo Alto
  name: IEEE Conference on Network Function Virtualization and Software Defined Networks
    (NFV-SDN)
date_created: 2017-11-27T10:22:25Z
date_updated: 2022-01-06T07:03:36Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/NFV-SDN.2016.7919490
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2018-06-25T13:06:47Z
  date_updated: 2018-06-25T13:17:34Z
  file_id: '3349'
  file_name: main_ris.pdf
  file_size: 848438
  relation: main_file
file_date_updated: 2018-06-25T13:17:34Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- url: https://arxiv.org/pdf/1606.05995.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: IEEE Conference on Network Function Virtualization and Software Defined
  Networks (NFV-SDN)
publication_status: published
status: public
title: 'MeDICINE: Rapid Prototyping of Production-Ready Network Services in Multi-PoP
  Environments'
type: conference
urn: '7384'
user_id: '13271'
year: '2016'
...
---
_id: '5595'
author:
- first_name: Gerit
  full_name: Wagner, Gerit
  last_name: Wagner
- first_name: Julian
  full_name: Prester, Julian
  last_name: Prester
- first_name: Maria
  full_name: Roche, Maria
  last_name: Roche
- first_name: Alexander
  full_name: Benlian, Alexander
  last_name: Benlian
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
citation:
  ama: 'Wagner G, Prester J, Roche M, Benlian A, Schryen G. Factors Affecting the
    Scientific Impact of Literature Reviews: A Scientometric Study. In: <i>International
    Conference on Information Systems</i>. ; 2016.'
  apa: 'Wagner, G., Prester, J., Roche, M., Benlian, A., &#38; Schryen, G. (2016).
    Factors Affecting the Scientific Impact of Literature Reviews: A Scientometric
    Study. In <i>International Conference on Information Systems</i>.'
  bibtex: '@inproceedings{Wagner_Prester_Roche_Benlian_Schryen_2016, title={Factors
    Affecting the Scientific Impact of Literature Reviews: A Scientometric Study},
    booktitle={International Conference on Information Systems}, author={Wagner, Gerit
    and Prester, Julian and Roche, Maria and Benlian, Alexander and Schryen, Guido},
    year={2016} }'
  chicago: 'Wagner, Gerit, Julian Prester, Maria Roche, Alexander Benlian, and Guido
    Schryen. “Factors Affecting the Scientific Impact of Literature Reviews: A Scientometric
    Study.” In <i>International Conference on Information Systems</i>, 2016.'
  ieee: 'G. Wagner, J. Prester, M. Roche, A. Benlian, and G. Schryen, “Factors Affecting
    the Scientific Impact of Literature Reviews: A Scientometric Study,” in <i>International
    Conference on Information Systems</i>, 2016.'
  mla: 'Wagner, Gerit, et al. “Factors Affecting the Scientific Impact of Literature
    Reviews: A Scientometric Study.” <i>International Conference on Information Systems</i>,
    2016.'
  short: 'G. Wagner, J. Prester, M. Roche, A. Benlian, G. Schryen, in: International
    Conference on Information Systems, 2016.'
date_created: 2018-11-14T11:34:31Z
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: 2018-12-07T11:38:41Z
  date_updated: 2018-12-13T15:08:15Z
  file_id: '6030'
  file_name: ICIS2016 - Factors Affecting the Scientific Impact of Literature Reviews.pdf
  file_size: 725409
  relation: main_file
file_date_updated: 2018-12-13T15:08:15Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
publication: International Conference on Information Systems
status: public
title: 'Factors Affecting the Scientific Impact of Literature Reviews: A Scientometric
  Study'
type: conference
user_id: '61579'
year: '2016'
...
---
_id: '5617'
abstract:
- lang: eng
  text: CAPTCHAs are challenge-response tests that aim at preventing unwanted machines,
    including bots, from accessing web services while providing easy access for humans.
    Recent advances in artificial-intelligence based attacks show that the level of
    security provided by many state-of-the-art text-based CAPTCHAs is declining. At
    the same time, techniques for distorting and obscuring the text, which are used
    to maintain the level of security, make text-based CAPTCHAs diffcult to solve
    for humans, and thereby further degrade usability. The need for developing alternative
    types of CAPTCHAs which improve both, the current security and usability levels,
    has been emphasized by several researchers. With this study, we contribute to
    research through (1) the development of two new face recognition CAPTCHAs (Farett-Gender
    and Farett-Gender&Age), (2) the security analysis of both procedures, and (3)
    the provision of empirical evidence that one of the suggested CAPTCHAs (Farett-Gender)
    is similar to Google's reCAPTCHA and better than KCAPTCHA concerning effectiveness
    (error rates), superior to both regarding learnability and satisfaction but not
    effciency.
author:
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
- first_name: Gerit
  full_name: Wagner, Gerit
  last_name: Wagner
- first_name: Alexander
  full_name: Schlegel, Alexander
  last_name: Schlegel
citation:
  ama: 'Schryen G, Wagner G, Schlegel A. Development of two novel face-recognition
    CAPTCHAs: a security and usability study. <i>Computers &#38; Security</i>. 2016;60(July):95-116.'
  apa: 'Schryen, G., Wagner, G., &#38; Schlegel, A. (2016). Development of two novel
    face-recognition CAPTCHAs: a security and usability study. <i>Computers &#38;
    Security</i>, <i>60</i>(July), 95–116.'
  bibtex: '@article{Schryen_Wagner_Schlegel_2016, title={Development of two novel
    face-recognition CAPTCHAs: a security and usability study}, volume={60}, number={July},
    journal={Computers &#38; Security}, publisher={Elsevier}, author={Schryen, Guido
    and Wagner, Gerit and Schlegel, Alexander}, year={2016}, pages={95–116} }'
  chicago: 'Schryen, Guido, Gerit Wagner, and Alexander Schlegel. “Development of
    Two Novel Face-Recognition CAPTCHAs: A Security and Usability Study.” <i>Computers
    &#38; Security</i> 60, no. July (2016): 95–116.'
  ieee: 'G. Schryen, G. Wagner, and A. Schlegel, “Development of two novel face-recognition
    CAPTCHAs: a security and usability study,” <i>Computers &#38; Security</i>, vol.
    60, no. July, pp. 95–116, 2016.'
  mla: 'Schryen, Guido, et al. “Development of Two Novel Face-Recognition CAPTCHAs:
    A Security and Usability Study.” <i>Computers &#38; Security</i>, vol. 60, no.
    July, Elsevier, 2016, pp. 95–116.'
  short: G. Schryen, G. Wagner, A. Schlegel, Computers &#38; Security 60 (2016) 95–116.
date_created: 2018-11-14T14:00:47Z
date_updated: 2022-01-06T07:02:10Z
ddc:
- '000'
department:
- _id: '277'
extern: '1'
file:
- access_level: open_access
  content_type: application/pdf
  creator: hsiemes
  date_created: 2018-12-07T11:38:19Z
  date_updated: 2018-12-13T15:07:36Z
  file_id: '6029'
  file_name: cose_991_final.pdf
  file_size: 2983143
  relation: main_file
file_date_updated: 2018-12-13T15:07:36Z
has_accepted_license: '1'
intvolume: '        60'
issue: July
keyword:
- CAPTCHA
- Usability
- Facial features
- Gender classiffcation
- Age classification
- Face recognition reverse Turing test
language:
- iso: eng
oa: '1'
page: 95-116
publication: Computers & Security
publisher: Elsevier
status: public
title: 'Development of two novel face-recognition CAPTCHAs: a security and usability
  study'
type: journal_article
user_id: '61579'
volume: 60
year: '2016'
...
---
_id: '6739'
author:
- first_name: Dennis
  full_name: Wolters, Dennis
  id: '11308'
  last_name: Wolters
- first_name: Christian
  full_name: Gerth, Christian
  last_name: Gerth
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
citation:
  ama: 'Wolters D, Gerth C, Engels G. Modeling Cross-Device Systems with Use Case
    Diagrams. In: <i>Proceedings of the CAiSE’18 Forum at the 28th International Conference
    on Advanced Information Systems Engineering (CAiSE’16)</i>. Vol 1612. CEUR Workshop
    Proceedings. CEUR-WS.org; 2016:89-96.'
  apa: Wolters, D., Gerth, C., &#38; Engels, G. (2016). Modeling Cross-Device Systems
    with Use Case Diagrams. In <i>Proceedings of the CAiSE’18 Forum at the 28th International
    Conference on Advanced Information Systems Engineering (CAiSE’16)</i> (Vol. 1612,
    pp. 89–96). CEUR-WS.org.
  bibtex: '@inproceedings{Wolters_Gerth_Engels_2016, series={CEUR Workshop Proceedings},
    title={Modeling Cross-Device Systems with Use Case Diagrams}, volume={1612}, booktitle={Proceedings
    of the CAiSE’18 Forum at the 28th International Conference on Advanced Information
    Systems Engineering (CAiSE’16)}, publisher={CEUR-WS.org}, author={Wolters, Dennis
    and Gerth, Christian and Engels, Gregor}, year={2016}, pages={89–96}, collection={CEUR
    Workshop Proceedings} }'
  chicago: Wolters, Dennis, Christian Gerth, and Gregor Engels. “Modeling Cross-Device
    Systems with Use Case Diagrams.” In <i>Proceedings of the CAiSE’18 Forum at the
    28th International Conference on Advanced Information Systems Engineering (CAiSE’16)</i>,
    1612:89–96. CEUR Workshop Proceedings. CEUR-WS.org, 2016.
  ieee: D. Wolters, C. Gerth, and G. Engels, “Modeling Cross-Device Systems with Use
    Case Diagrams,” in <i>Proceedings of the CAiSE’18 Forum at the 28th International
    Conference on Advanced Information Systems Engineering (CAiSE’16)</i>, 2016, vol.
    1612, pp. 89–96.
  mla: Wolters, Dennis, et al. “Modeling Cross-Device Systems with Use Case Diagrams.”
    <i>Proceedings of the CAiSE’18 Forum at the 28th International Conference on Advanced
    Information Systems Engineering (CAiSE’16)</i>, vol. 1612, CEUR-WS.org, 2016,
    pp. 89–96.
  short: 'D. Wolters, C. Gerth, G. Engels, in: Proceedings of the CAiSE’18 Forum at
    the 28th International Conference on Advanced Information Systems Engineering
    (CAiSE’16), CEUR-WS.org, 2016, pp. 89–96.'
date_created: 2019-01-15T14:46:18Z
date_updated: 2022-01-06T07:03:17Z
department:
- _id: '66'
intvolume: '      1612'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://ceur-ws.org/Vol-1612/paper12.pdf
oa: '1'
page: 89-96
publication: Proceedings of the CAiSE'18 Forum at the 28th International Conference
  on Advanced Information Systems Engineering (CAiSE'16)
publisher: CEUR-WS.org
series_title: CEUR Workshop Proceedings
status: public
title: Modeling Cross-Device Systems with Use Case Diagrams
type: conference
user_id: '11308'
volume: 1612
year: '2016'
...
---
_id: '166'
abstract:
- lang: eng
  text: Network function virtualization and software-defined networking allow services
    consisting of virtual network functions to be designed and implemented with great
    flexibility by facilitating automatic deployments, migrations, and reconfigurations
    for services and their components. For extended flexibility, we go beyond seeing
    services as a fixed chain of functions. We present a YANG model for describing
    the service structure in deployment requests in a flexible way that enables changing
    the order of functions in case the order of traversing them does not affect the
    functionality of the service. Upon receiving such requests, the network orchestration
    system can choose the optimal composition of service components that gives the
    best results for placement of services in the network. This introduces new complexities
    to the placement problem by greatly increasing the number of possible ways a service
    can be composed. In this paper, we describe a heuristic solution that selects
    a Pareto set of the possible compositions of a service as well as possible combinations
    of different services, with respect to different resource requirements of the
    services. Our evaluations show that the selected combinations consist of representative
    samples of possible structures and requirements and therefore, can result in optimal
    or close-to-optimal placement results.
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
citation:
  ama: 'Dräxler S, Karl H. Placement of Services with Flexible Structures Specified
    by a YANG Data Model. In: <i>Proceedings of the 2nd International IEEE Conference
    on Network Softwarization (NetSoft)</i>. ; 2016:184--192. doi:<a href="https://doi.org/10.1109/NETSOFT.2016.7502412">10.1109/NETSOFT.2016.7502412</a>'
  apa: Dräxler, S., &#38; Karl, H. (2016). Placement of Services with Flexible Structures
    Specified by a YANG Data Model. In <i>Proceedings of the 2nd International IEEE
    Conference on Network Softwarization (NetSoft)</i> (pp. 184--192). <a href="https://doi.org/10.1109/NETSOFT.2016.7502412">https://doi.org/10.1109/NETSOFT.2016.7502412</a>
  bibtex: '@inproceedings{Dräxler_Karl_2016, title={Placement of Services with Flexible
    Structures Specified by a YANG Data Model}, DOI={<a href="https://doi.org/10.1109/NETSOFT.2016.7502412">10.1109/NETSOFT.2016.7502412</a>},
    booktitle={Proceedings of the 2nd International IEEE Conference on Network Softwarization
    (NetSoft)}, author={Dräxler, Sevil and Karl, Holger}, year={2016}, pages={184--192}
    }'
  chicago: Dräxler, Sevil, and Holger Karl. “Placement of Services with Flexible Structures
    Specified by a YANG Data Model.” In <i>Proceedings of the 2nd International IEEE
    Conference on Network Softwarization (NetSoft)</i>, 184--192, 2016. <a href="https://doi.org/10.1109/NETSOFT.2016.7502412">https://doi.org/10.1109/NETSOFT.2016.7502412</a>.
  ieee: S. Dräxler and H. Karl, “Placement of Services with Flexible Structures Specified
    by a YANG Data Model,” in <i>Proceedings of the 2nd International IEEE Conference
    on Network Softwarization (NetSoft)</i>, 2016, pp. 184--192.
  mla: Dräxler, Sevil, and Holger Karl. “Placement of Services with Flexible Structures
    Specified by a YANG Data Model.” <i>Proceedings of the 2nd International IEEE
    Conference on Network Softwarization (NetSoft)</i>, 2016, pp. 184--192, doi:<a
    href="https://doi.org/10.1109/NETSOFT.2016.7502412">10.1109/NETSOFT.2016.7502412</a>.
  short: 'S. Dräxler, H. Karl, in: Proceedings of the 2nd International IEEE Conference
    on Network Softwarization (NetSoft), 2016, pp. 184--192.'
date_created: 2017-10-17T12:41:24Z
date_updated: 2022-01-06T06:52:53Z
ddc:
- '040'
department:
- _id: '75'
doi: 10.1109/NETSOFT.2016.7502412
file:
- access_level: open_access
  content_type: application/pdf
  creator: sevilmeh
  date_created: 2018-06-25T07:53:54Z
  date_updated: 2018-06-25T07:53:54Z
  file_id: '3322'
  file_name: RIS.pdf
  file_size: 1471937
  relation: main_file
file_date_updated: 2018-06-25T07:53:54Z
has_accepted_license: '1'
main_file_link:
- url: http://ieeexplore.ieee.org/search/searchresult.jsp?newsearch=true&queryText=10.1109%2FNETSOFT.2016.7502412
oa: '1'
page: 184--192
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 2nd International IEEE Conference on Network Softwarization
  (NetSoft)
status: public
title: Placement of Services with Flexible Structures Specified by a YANG Data Model
type: conference
urn: '1665'
user_id: '31764'
year: '2016'
...
---
_id: '11738'
abstract:
- lang: eng
  text: 'In this contribution we investigate a priori signal-to-noise ratio (SNR)
    estimation, a crucial component of a single-channel speech enhancement system
    based on spectral subtraction. The majority of the state-of-the art a priori SNR
    estimators work in the power spectral domain, which is, however, not confirmed
    to be the optimal domain for the estimation. Motivated by the generalized spectral
    subtraction rule, we show how the estimation of the a priori SNR can be formulated
    in the so called generalized SNR domain. This formulation allows to generalize
    the widely used decision directed (DD) approach. An experimental investigation
    with different noise types reveals the superiority of the generalized DD approach
    over the conventional DD approach in terms of both the mean opinion score - listening
    quality objective measure and the output global SNR in the medium to high input
    SNR regime, while we show that the power spectrum is the optimal domain for low
    SNR. We further develop a parameterization which adjusts the domain of estimation
    automatically according to the estimated input global SNR. Index Terms: single-channel
    speech enhancement, a priori SNR estimation, generalized spectral subtraction'
author:
- first_name: Aleksej
  full_name: Chinaev, Aleksej
  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 Priori SNR Estimation Using a Generalized Decision
    Directed Approach. In: <i>INTERSPEECH 2016, San Francisco, USA</i>. ; 2016.'
  apa: Chinaev, A., &#38; Haeb-Umbach, R. (2016). A Priori SNR Estimation Using a
    Generalized Decision Directed Approach. In <i>INTERSPEECH 2016, San Francisco,
    USA</i>.
  bibtex: '@inproceedings{Chinaev_Haeb-Umbach_2016, title={A Priori SNR Estimation
    Using a Generalized Decision Directed Approach}, booktitle={INTERSPEECH 2016,
    San Francisco, USA}, author={Chinaev, Aleksej and Haeb-Umbach, Reinhold}, year={2016}
    }'
  chicago: Chinaev, Aleksej, and Reinhold Haeb-Umbach. “A Priori SNR Estimation Using
    a Generalized Decision Directed Approach.” In <i>INTERSPEECH 2016, San Francisco,
    USA</i>, 2016.
  ieee: A. Chinaev and R. Haeb-Umbach, “A Priori SNR Estimation Using a Generalized
    Decision Directed Approach,” in <i>INTERSPEECH 2016, San Francisco, USA</i>, 2016.
  mla: Chinaev, Aleksej, and Reinhold Haeb-Umbach. “A Priori SNR Estimation Using
    a Generalized Decision Directed Approach.” <i>INTERSPEECH 2016, San Francisco,
    USA</i>, 2016.
  short: 'A. Chinaev, R. Haeb-Umbach, in: INTERSPEECH 2016, San Francisco, USA, 2016.'
date_created: 2019-07-12T05:27:18Z
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/2016/ChHa16.pdf
oa: '1'
publication: INTERSPEECH 2016, San Francisco, USA
related_material:
  link:
  - description: Poster
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2016/ChHa16_Poster.pdf
status: public
title: A Priori SNR Estimation Using a Generalized Decision Directed Approach
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11743'
abstract:
- lang: eng
  text: This contribution introduces a novel causal a priori signal-to-noise ratio
    (SNR) estimator for single-channel speech enhancement. To exploit the advantages
    of the generalized spectral subtraction, a normalized ?-order magnitude (NAOM)
    domain is introduced where an a priori SNR estimation is carried out. In this
    domain, the NAOM coefficients of noise and clean speech signals are modeled by
    a Weibull distribution and aWeibullmixturemodel (WMM), respectively. While the
    parameters of the noise model are calculated from the noise power spectral density
    estimates, the speechWMM parameters are estimated from the noisy signal by applying
    a causal Expectation-Maximization algorithm. Further a maximum a posteriori estimate
    of the a priori SNR is developed. The experiments in different noisy environments
    show the superiority of the proposed estimator compared to the well-known decision-directed
    approach in terms of estimation error, estimator variance and speech quality of
    the enhanced signals when used for speech enhancement.
author:
- first_name: Aleksej
  full_name: Chinaev, Aleksej
  last_name: Chinaev
- first_name: Jens
  full_name: Heitkaemper, Jens
  id: '27643'
  last_name: Heitkaemper
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Chinaev A, Heitkaemper J, Haeb-Umbach R. A Priori SNR Estimation Using Weibull
    Mixture Model. In: <i>12. ITG Fachtagung Sprachkommunikation (ITG 2016)</i>. ;
    2016.'
  apa: Chinaev, A., Heitkaemper, J., &#38; Haeb-Umbach, R. (2016). A Priori SNR Estimation
    Using Weibull Mixture Model. In <i>12. ITG Fachtagung Sprachkommunikation (ITG
    2016)</i>.
  bibtex: '@inproceedings{Chinaev_Heitkaemper_Haeb-Umbach_2016, title={A Priori SNR
    Estimation Using Weibull Mixture Model}, booktitle={12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)}, author={Chinaev, Aleksej and Heitkaemper, Jens and Haeb-Umbach, Reinhold},
    year={2016} }'
  chicago: Chinaev, Aleksej, Jens Heitkaemper, and Reinhold Haeb-Umbach. “A Priori
    SNR Estimation Using Weibull Mixture Model.” In <i>12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)</i>, 2016.
  ieee: A. Chinaev, J. Heitkaemper, and R. Haeb-Umbach, “A Priori SNR Estimation Using
    Weibull Mixture Model,” in <i>12. ITG Fachtagung Sprachkommunikation (ITG 2016)</i>,
    2016.
  mla: Chinaev, Aleksej, et al. “A Priori SNR Estimation Using Weibull Mixture Model.”
    <i>12. ITG Fachtagung Sprachkommunikation (ITG 2016)</i>, 2016.
  short: 'A. Chinaev, J. Heitkaemper, R. Haeb-Umbach, in: 12. ITG Fachtagung Sprachkommunikation
    (ITG 2016), 2016.'
date_created: 2019-07-12T05:27:24Z
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/2016/ChHeiHa16.pdf
oa: '1'
publication: 12. ITG Fachtagung Sprachkommunikation (ITG 2016)
related_material:
  link:
  - description: Presentation
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2016/ChHeiHa16_Presentation.pdf
status: public
title: A Priori SNR Estimation Using Weibull Mixture Model
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11744'
abstract:
- lang: eng
  text: A noise power spectral density (PSD) estimation is an indispensable component
    of speech spectral enhancement systems. In this paper we present a noise PSD tracking
    algorithm, which employs a noise presence probability estimate delivered by a
    deep neural network (DNN). The algorithm provides a causal noise PSD estimate
    and can thus be used in speech enhancement systems for communication purposes.
    An extensive performance comparison has been carried out with ten causal state-of-the-art
    noise tracking algorithms taken from the literature and categorized acc. to applied
    techniques. The experiments showed that the proposed DNN-based noise PSD tracker
    outperforms all competing methods with respect to all tested performance measures,
    which include the noise tracking performance and the performance of a speech enhancement
    system employing the noise tracking component.
author:
- first_name: Aleksej
  full_name: Chinaev, Aleksej
  last_name: Chinaev
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- 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: 'Chinaev A, Heymann J, Drude L, Haeb-Umbach R. Noise-Presence-Probability-Based
    Noise PSD Estimation by Using DNNs. In: <i>12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)</i>. ; 2016.'
  apa: Chinaev, A., Heymann, J., Drude, L., &#38; Haeb-Umbach, R. (2016). Noise-Presence-Probability-Based
    Noise PSD Estimation by Using DNNs. In <i>12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)</i>.
  bibtex: '@inproceedings{Chinaev_Heymann_Drude_Haeb-Umbach_2016, title={Noise-Presence-Probability-Based
    Noise PSD Estimation by Using DNNs}, booktitle={12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)}, author={Chinaev, Aleksej and Heymann, Jahn and Drude, Lukas and Haeb-Umbach,
    Reinhold}, year={2016} }'
  chicago: Chinaev, Aleksej, Jahn Heymann, Lukas Drude, and Reinhold Haeb-Umbach.
    “Noise-Presence-Probability-Based Noise PSD Estimation by Using DNNs.” In <i>12.
    ITG Fachtagung Sprachkommunikation (ITG 2016)</i>, 2016.
  ieee: A. Chinaev, J. Heymann, L. Drude, and R. Haeb-Umbach, “Noise-Presence-Probability-Based
    Noise PSD Estimation by Using DNNs,” in <i>12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)</i>, 2016.
  mla: Chinaev, Aleksej, et al. “Noise-Presence-Probability-Based Noise PSD Estimation
    by Using DNNs.” <i>12. ITG Fachtagung Sprachkommunikation (ITG 2016)</i>, 2016.
  short: 'A. Chinaev, J. Heymann, L. Drude, R. Haeb-Umbach, in: 12. ITG Fachtagung
    Sprachkommunikation (ITG 2016), 2016.'
date_created: 2019-07-12T05:27:25Z
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/2016/ChHeyDrHa16.pdf
oa: '1'
publication: 12. ITG Fachtagung Sprachkommunikation (ITG 2016)
related_material:
  link:
  - description: Presentation
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2016/ChHeyDrHa16_Presentation.pdf
status: public
title: Noise-Presence-Probability-Based Noise PSD Estimation by Using DNNs
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11751'
author:
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Christoph
  full_name: Boeddeker, Christoph
  id: '40767'
  last_name: Boeddeker
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Drude L, Boeddeker C, Haeb-Umbach R. Blind Speech Separation based on Complex
    Spherical k-Mode Clustering. In: <i>Proc. IEEE Intl. Conf. on Acoustics, Speech
    and Signal Processing (ICASSP)</i>. ; 2016.'
  apa: Drude, L., Boeddeker, C., &#38; Haeb-Umbach, R. (2016). Blind Speech Separation
    based on Complex Spherical k-Mode Clustering. In <i>Proc. IEEE Intl. Conf. on
    Acoustics, Speech and Signal Processing (ICASSP)</i>.
  bibtex: '@inproceedings{Drude_Boeddeker_Haeb-Umbach_2016, title={Blind Speech Separation
    based on Complex Spherical k-Mode Clustering}, booktitle={Proc. IEEE Intl. Conf.
    on Acoustics, Speech and Signal Processing (ICASSP)}, author={Drude, Lukas and
    Boeddeker, Christoph and Haeb-Umbach, Reinhold}, year={2016} }'
  chicago: Drude, Lukas, Christoph Boeddeker, and Reinhold Haeb-Umbach. “Blind Speech
    Separation Based on Complex Spherical K-Mode Clustering.” In <i>Proc. IEEE Intl.
    Conf. on Acoustics, Speech and Signal Processing (ICASSP)</i>, 2016.
  ieee: L. Drude, C. Boeddeker, and R. Haeb-Umbach, “Blind Speech Separation based
    on Complex Spherical k-Mode Clustering,” in <i>Proc. IEEE Intl. Conf. on Acoustics,
    Speech and Signal Processing (ICASSP)</i>, 2016.
  mla: Drude, Lukas, et al. “Blind Speech Separation Based on Complex Spherical K-Mode
    Clustering.” <i>Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing
    (ICASSP)</i>, 2016.
  short: 'L. Drude, C. Boeddeker, R. Haeb-Umbach, in: Proc. IEEE Intl. Conf. on Acoustics,
    Speech and Signal Processing (ICASSP), 2016.'
date_created: 2019-07-12T05:27:33Z
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/2016/icassp_2016_drude_paper.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/2016/icassp_2016_drude_slides.pdf
status: public
title: Blind Speech Separation based on Complex Spherical k-Mode Clustering
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11756'
abstract:
- lang: eng
  text: Although complex-valued neural networks (CVNNs) â?? networks which can operate
    with complex arithmetic â?? have been around for a while, they have not been given
    reconsideration since the breakthrough of deep network architectures. This paper
    presents a critical assessment whether the novel tool set of deep neural networks
    (DNNs) should be extended to complex-valued arithmetic. Indeed, with DNNs making
    inroads in speech enhancement tasks, the use of complex-valued input data, specifically
    the short-time Fourier transform coefficients, is an obvious consideration. In
    particular when it comes to performing tasks that heavily rely on phase information,
    such as acoustic beamforming, complex-valued algorithms are omnipresent. In this
    contribution we recapitulate backpropagation in CVNNs, develop complex-valued
    network elements, such as the split-rectified non-linearity, and compare real-
    and complex-valued networks on a beamforming task. We find that CVNNs hardly provide
    a performance gain and conclude that the effort of developing the complex-valued
    counterparts of the building blocks of modern deep or recurrent neural networks
    can hardly be justified.
author:
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Bhiksha
  full_name: Raj, Bhiksha
  last_name: Raj
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Drude L, Raj B, Haeb-Umbach R. On the appropriateness of complex-valued neural
    networks for speech enhancement. In: <i>INTERSPEECH 2016, San Francisco, USA</i>.
    ; 2016.'
  apa: Drude, L., Raj, B., &#38; Haeb-Umbach, R. (2016). On the appropriateness of
    complex-valued neural networks for speech enhancement. In <i>INTERSPEECH 2016,
    San Francisco, USA</i>.
  bibtex: '@inproceedings{Drude_Raj_Haeb-Umbach_2016, title={On the appropriateness
    of complex-valued neural networks for speech enhancement}, booktitle={INTERSPEECH
    2016, San Francisco, USA}, author={Drude, Lukas and Raj, Bhiksha and Haeb-Umbach,
    Reinhold}, year={2016} }'
  chicago: Drude, Lukas, Bhiksha Raj, and Reinhold Haeb-Umbach. “On the Appropriateness
    of Complex-Valued Neural Networks for Speech Enhancement.” In <i>INTERSPEECH 2016,
    San Francisco, USA</i>, 2016.
  ieee: L. Drude, B. Raj, and R. Haeb-Umbach, “On the appropriateness of complex-valued
    neural networks for speech enhancement,” in <i>INTERSPEECH 2016, San Francisco,
    USA</i>, 2016.
  mla: Drude, Lukas, et al. “On the Appropriateness of Complex-Valued Neural Networks
    for Speech Enhancement.” <i>INTERSPEECH 2016, San Francisco, USA</i>, 2016.
  short: 'L. Drude, B. Raj, R. Haeb-Umbach, in: INTERSPEECH 2016, San Francisco, USA,
    2016.'
date_created: 2019-07-12T05:27:39Z
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/2016/interspeech_2016_drude_paper.pdf
oa: '1'
publication: INTERSPEECH 2016, San Francisco, USA
related_material:
  link:
  - description: Poster
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2016/interspeech_2016_drude_slides.pdf
status: public
title: On the appropriateness of complex-valued neural networks for speech enhancement
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11771'
abstract:
- lang: eng
  text: This paper is concerned with speech presence probability estimation employing
    an explicit model of the temporal and spectral correlations of speech. An undirected
    graphical model is introduced, based on a Factor Graph formulation. It is shown
    that this undirected model cures some of the theoretical issues of an earlier
    directed graphical model. Furthermore, we formulate a message passing inference
    scheme based on an approximate graph factorization, identify this inference scheme
    as a particular message passing schedule based on the turbo principle and suggest
    further alternative schedules. The experiments show an improved performance over
    speech presence probability estimation based on an IID assumption, and a slightly
    better performance of the turbo schedule over the alternatives.
author:
- first_name: Thomas
  full_name: Glarner, Thomas
  id: '14169'
  last_name: Glarner
- first_name: Mohammad
  full_name: Mahdi Momenzadeh, Mohammad
  last_name: Mahdi Momenzadeh
- 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: 'Glarner T, Mahdi Momenzadeh M, Drude L, Haeb-Umbach R. Factor Graph Decoding
    for Speech Presence Probability Estimation. In: <i>12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)</i>. ; 2016.'
  apa: Glarner, T., Mahdi Momenzadeh, M., Drude, L., &#38; Haeb-Umbach, R. (2016).
    Factor Graph Decoding for Speech Presence Probability Estimation. In <i>12. ITG
    Fachtagung Sprachkommunikation (ITG 2016)</i>.
  bibtex: '@inproceedings{Glarner_Mahdi Momenzadeh_Drude_Haeb-Umbach_2016, title={Factor
    Graph Decoding for Speech Presence Probability Estimation}, booktitle={12. ITG
    Fachtagung Sprachkommunikation (ITG 2016)}, author={Glarner, Thomas and Mahdi
    Momenzadeh, Mohammad and Drude, Lukas and Haeb-Umbach, Reinhold}, year={2016}
    }'
  chicago: Glarner, Thomas, Mohammad Mahdi Momenzadeh, Lukas Drude, and Reinhold Haeb-Umbach.
    “Factor Graph Decoding for Speech Presence Probability Estimation.” In <i>12.
    ITG Fachtagung Sprachkommunikation (ITG 2016)</i>, 2016.
  ieee: T. Glarner, M. Mahdi Momenzadeh, L. Drude, and R. Haeb-Umbach, “Factor Graph
    Decoding for Speech Presence Probability Estimation,” in <i>12. ITG Fachtagung
    Sprachkommunikation (ITG 2016)</i>, 2016.
  mla: Glarner, Thomas, et al. “Factor Graph Decoding for Speech Presence Probability
    Estimation.” <i>12. ITG Fachtagung Sprachkommunikation (ITG 2016)</i>, 2016.
  short: 'T. Glarner, M. Mahdi Momenzadeh, L. Drude, R. Haeb-Umbach, in: 12. ITG Fachtagung
    Sprachkommunikation (ITG 2016), 2016.'
date_created: 2019-07-12T05:27:56Z
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/2016/itgspeech2016_08_Glarner.pdf
oa: '1'
publication: 12. ITG Fachtagung Sprachkommunikation (ITG 2016)
related_material:
  link:
  - description: Slides
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2016/itgspeech2016_08_Glarner_slides.pdf
status: public
title: Factor Graph Decoding for Speech Presence Probability Estimation
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11812'
author:
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- 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: 'Heymann J, Drude L, Haeb-Umbach R. Neural Network Based Spectral Mask Estimation
    for Acoustic Beamforming. In: <i>Proc. IEEE Intl. Conf. on Acoustics, Speech and
    Signal Processing (ICASSP)</i>. ; 2016.'
  apa: Heymann, J., Drude, L., &#38; Haeb-Umbach, R. (2016). Neural Network Based
    Spectral Mask Estimation for Acoustic Beamforming. In <i>Proc. IEEE Intl. Conf.
    on Acoustics, Speech and Signal Processing (ICASSP)</i>.
  bibtex: '@inproceedings{Heymann_Drude_Haeb-Umbach_2016, title={Neural Network Based
    Spectral Mask Estimation for Acoustic Beamforming}, booktitle={Proc. IEEE Intl.
    Conf. on Acoustics, Speech and Signal Processing (ICASSP)}, author={Heymann, Jahn
    and Drude, Lukas and Haeb-Umbach, Reinhold}, year={2016} }'
  chicago: Heymann, Jahn, Lukas Drude, and Reinhold Haeb-Umbach. “Neural Network Based
    Spectral Mask Estimation for Acoustic Beamforming.” In <i>Proc. IEEE Intl. Conf.
    on Acoustics, Speech and Signal Processing (ICASSP)</i>, 2016.
  ieee: J. Heymann, L. Drude, and R. Haeb-Umbach, “Neural Network Based Spectral Mask
    Estimation for Acoustic Beamforming,” in <i>Proc. IEEE Intl. Conf. on Acoustics,
    Speech and Signal Processing (ICASSP)</i>, 2016.
  mla: Heymann, Jahn, et al. “Neural Network Based Spectral Mask Estimation for Acoustic
    Beamforming.” <i>Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing
    (ICASSP)</i>, 2016.
  short: 'J. Heymann, L. Drude, R. Haeb-Umbach, in: Proc. IEEE Intl. Conf. on Acoustics,
    Speech and Signal Processing (ICASSP), 2016.'
date_created: 2019-07-12T05:28:44Z
date_updated: 2022-01-06T06:51:09Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2016/icassp_2016_heymann_paper.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/2016/icassp_2016_heymann_slides.pdf
status: public
title: Neural Network Based Spectral Mask Estimation for Acoustic Beamforming
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11829'
abstract:
- lang: eng
  text: 'This contribution investigates Direction of Arrival (DoA) estimation using
    linearly arranged microphone arrays. We are going to develop a model for the DoA
    estimation error in a reverberant scenario and show the existence of a bias, that
    is a consequence of the linear arrangement and limited field of view (FoV) bias:
    First, the limited FoV leading to a clipping of the measurements, and, second,
    the angular distribution of the signal energy of the reflections being non-uniform.
    Since both issues are a consequence of the linear arrangement of the sensors,
    the bias arises largely independent of the kind of DoA estimator. The experimental
    evaluation demonstrates the existence of the bias for a selected number of DoA
    estimation methods and proves that the prediction from the developed theoretical
    model matches the simulation results.'
author:
- first_name: Florian
  full_name: Jacob, Florian
  last_name: Jacob
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Jacob F, Haeb-Umbach R. On the Bias of Direction of Arrival Estimation Using
    Linear Microphone Arrays. In: <i>12. ITG Fachtagung Sprachkommunikation (ITG 2016)</i>.
    ; 2016.'
  apa: Jacob, F., &#38; Haeb-Umbach, R. (2016). On the Bias of Direction of Arrival
    Estimation Using Linear Microphone Arrays. In <i>12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)</i>.
  bibtex: '@inproceedings{Jacob_Haeb-Umbach_2016, title={On the Bias of Direction
    of Arrival Estimation Using Linear Microphone Arrays}, booktitle={12. ITG Fachtagung
    Sprachkommunikation (ITG 2016)}, author={Jacob, Florian and Haeb-Umbach, Reinhold},
    year={2016} }'
  chicago: Jacob, Florian, and Reinhold Haeb-Umbach. “On the Bias of Direction of
    Arrival Estimation Using Linear Microphone Arrays.” In <i>12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)</i>, 2016.
  ieee: F. Jacob and R. Haeb-Umbach, “On the Bias of Direction of Arrival Estimation
    Using Linear Microphone Arrays,” in <i>12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)</i>, 2016.
  mla: Jacob, Florian, and Reinhold Haeb-Umbach. “On the Bias of Direction of Arrival
    Estimation Using Linear Microphone Arrays.” <i>12. ITG Fachtagung Sprachkommunikation
    (ITG 2016)</i>, 2016.
  short: 'F. Jacob, R. Haeb-Umbach, in: 12. ITG Fachtagung Sprachkommunikation (ITG
    2016), 2016.'
date_created: 2019-07-12T05:29:03Z
date_updated: 2022-01-06T06:51:10Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2016/JacobHaeb_ITG2016.pdf
oa: '1'
publication: 12. ITG Fachtagung Sprachkommunikation (ITG 2016)
related_material:
  link:
  - description: Poster
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2016/JacobHaeb_ITG2016_poster.pdf
status: public
title: On the Bias of Direction of Arrival Estimation Using Linear Microphone Arrays
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11834'
abstract:
- lang: eng
  text: We present a system for the 4th CHiME challenge which significantly increases
    the performance for all three tracks with respect to the provided baseline system.
    The front-end uses a bi-directional Long Short-Term Memory (BLSTM)-based neural
    network to estimate signal statistics. These then steer a Generalized Eigenvalue
    beamformer. The back-end consists of a 22 layer deep Wide Residual Network and
    two extra BLSTM layers. Working on a whole utterance instead of frames allows
    us to refine Batch-Normalization. We also train our own BLSTM-based language model.
    Adding a discriminative speaker adaptation leads to further gains. The final system
    achieves a word error rate on the six channel real test data of 3.48%. For the
    two channel track we achieve 5.96% and for the one channel track 9.34%. This is
    the best reported performance on the challenge achieved by a single system, i.e.,
    a configuration, which does not combine multiple systems. At the same time, our
    system is independent of the microphone configuration. We can thus use the same
    components for all three tracks.
author:
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- 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: 'Heymann J, Drude L, Haeb-Umbach R. Wide Residual BLSTM Network with Discriminative
    Speaker Adaptation for Robust Speech Recognition. In: <i>Computer Speech and Language</i>.
    ; 2016.'
  apa: Heymann, J., Drude, L., &#38; Haeb-Umbach, R. (2016). Wide Residual BLSTM Network
    with Discriminative Speaker Adaptation for Robust Speech Recognition. In <i>Computer
    Speech and Language</i>.
  bibtex: '@inproceedings{Heymann_Drude_Haeb-Umbach_2016, title={Wide Residual BLSTM
    Network with Discriminative Speaker Adaptation for Robust Speech Recognition},
    booktitle={Computer Speech and Language}, author={Heymann, Jahn and Drude, Lukas
    and Haeb-Umbach, Reinhold}, year={2016} }'
  chicago: Heymann, Jahn, Lukas Drude, and Reinhold Haeb-Umbach. “Wide Residual BLSTM
    Network with Discriminative Speaker Adaptation for Robust Speech Recognition.”
    In <i>Computer Speech and Language</i>, 2016.
  ieee: J. Heymann, L. Drude, and R. Haeb-Umbach, “Wide Residual BLSTM Network with
    Discriminative Speaker Adaptation for Robust Speech Recognition,” in <i>Computer
    Speech and Language</i>, 2016.
  mla: Heymann, Jahn, et al. “Wide Residual BLSTM Network with Discriminative Speaker
    Adaptation for Robust Speech Recognition.” <i>Computer Speech and Language</i>,
    2016.
  short: 'J. Heymann, L. Drude, R. Haeb-Umbach, in: Computer Speech and Language,
    2016.'
date_created: 2019-07-12T05:29:09Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2016/chime4_upbonly_paper.pdf
oa: '1'
publication: Computer Speech and Language
related_material:
  link:
  - description: Poster
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2016/chime4_upbonly_poster.pdf
status: public
title: Wide Residual BLSTM Network with Discriminative Speaker Adaptation for Robust
  Speech Recognition
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11840'
author:
- first_name: Keisuke
  full_name: Kinoshita, Keisuke
  last_name: Kinoshita
- first_name: Marc
  full_name: Delcroix, Marc
  last_name: Delcroix
- first_name: Sharon
  full_name: Gannot, Sharon
  last_name: Gannot
- first_name: Emanuel A. P.
  full_name: Habets, Emanuel A. P.
  last_name: Habets
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
- first_name: Walter
  full_name: Kellermann, Walter
  last_name: Kellermann
- first_name: Volker
  full_name: Leutnant, Volker
  last_name: Leutnant
- first_name: Roland
  full_name: Maas, Roland
  last_name: Maas
- first_name: Tomohiro
  full_name: Nakatani, Tomohiro
  last_name: Nakatani
- first_name: Bhiksha
  full_name: Raj, Bhiksha
  last_name: Raj
- first_name: Armin
  full_name: Sehr, Armin
  last_name: Sehr
- first_name: Takuya
  full_name: Yoshioka, Takuya
  last_name: Yoshioka
citation:
  ama: 'Kinoshita K, Delcroix M, Gannot S, et al. A summary of the REVERB challenge:
    state-of-the-art and remaining challenges in reverberant speech processing research.
    <i>EURASIP Journal on Advances in Signal Processing</i>. 2016.'
  apa: 'Kinoshita, K., Delcroix, M., Gannot, S., Habets, E. A. P., Haeb-Umbach, R.,
    Kellermann, W., … Yoshioka, T. (2016). A summary of the REVERB challenge: state-of-the-art
    and remaining challenges in reverberant speech processing research. <i>EURASIP
    Journal on Advances in Signal Processing</i>.'
  bibtex: '@article{Kinoshita_Delcroix_Gannot_Habets_Haeb-Umbach_Kellermann_Leutnant_Maas_Nakatani_Raj_et
    al._2016, title={A summary of the REVERB challenge: state-of-the-art and remaining
    challenges in reverberant speech processing research}, journal={EURASIP Journal
    on Advances in Signal Processing}, author={Kinoshita, Keisuke and Delcroix, Marc
    and Gannot, Sharon and Habets, Emanuel A. P. and Haeb-Umbach, Reinhold and Kellermann,
    Walter and Leutnant, Volker and Maas, Roland and Nakatani, Tomohiro and Raj, Bhiksha
    and et al.}, year={2016} }'
  chicago: 'Kinoshita, Keisuke, Marc Delcroix, Sharon Gannot, Emanuel A. P. Habets,
    Reinhold Haeb-Umbach, Walter Kellermann, Volker Leutnant, et al. “A Summary of
    the REVERB Challenge: State-of-the-Art and Remaining Challenges in Reverberant
    Speech Processing Research.” <i>EURASIP Journal on Advances in Signal Processing</i>,
    2016.'
  ieee: 'K. Kinoshita <i>et al.</i>, “A summary of the REVERB challenge: state-of-the-art
    and remaining challenges in reverberant speech processing research,” <i>EURASIP
    Journal on Advances in Signal Processing</i>, 2016.'
  mla: 'Kinoshita, Keisuke, et al. “A Summary of the REVERB Challenge: State-of-the-Art
    and Remaining Challenges in Reverberant Speech Processing Research.” <i>EURASIP
    Journal on Advances in Signal Processing</i>, 2016.'
  short: K. Kinoshita, M. Delcroix, S. Gannot, E.A.P. Habets, R. Haeb-Umbach, W. Kellermann,
    V. Leutnant, R. Maas, T. Nakatani, B. Raj, A. Sehr, T. Yoshioka, EURASIP Journal
    on Advances in Signal Processing (2016).
date_created: 2019-07-12T05:29:16Z
date_updated: 2022-01-06T06:51:11Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2016/REVERB_summary.pdf
oa: '1'
publication: EURASIP Journal on Advances in Signal Processing
status: public
title: 'A summary of the REVERB challenge: state-of-the-art and remaining challenges
  in reverberant speech processing research'
type: journal_article
user_id: '44006'
year: '2016'
...
---
_id: '11908'
abstract:
- lang: eng
  text: 'This paper describes automatic speech recognition (ASR) systems developed
    jointly by RWTH, UPB and FORTH for the 1ch, 2ch and 6ch track of the 4th CHiME
    Challenge. In the 2ch and 6ch tracks the final system output is obtained by a
    Confusion Network Combination (CNC) of multiple systems. The Acoustic Model (AM)
    is a deep neural network based on Bidirectional Long Short-Term Memory (BLSTM)
    units. The systems differ by front ends and training sets used for the acoustic
    training. The model for the 1ch track is trained without any preprocessing. For
    each front end we trained and evaluated individual acoustic models. We compare
    the ASR performance of different beamforming approaches: a conventional superdirective
    beamformer [1] and an MVDR beamformer as in [2], where the steering vector is
    estimated based on [3]. Furthermore we evaluated a BLSTM supported Generalized
    Eigenvalue beamformer using NN-GEV [4]. The back end is implemented using RWTH?s
    open-source toolkits RASR [5], RETURNN [6] and rwthlm [7]. We rescore lattices
    with a Long Short-Term Memory (LSTM) based language model. The overall best results
    are obtained by a system combination that includes the lattices from the system
    of UPB?s submission [8]. Our final submission scored second in each of the three
    tracks of the 4th CHiME Challenge.'
author:
- first_name: Tobias
  full_name: Menne, Tobias
  last_name: Menne
- first_name: Jahn
  full_name: Heymann, Jahn
  id: '9168'
  last_name: Heymann
- first_name: Anastasios
  full_name: Alexandridis, Anastasios
  last_name: Alexandridis
- first_name: Kazuki
  full_name: Irie, Kazuki
  last_name: Irie
- first_name: Albert
  full_name: Zeyer, Albert
  last_name: Zeyer
- first_name: Markus
  full_name: Kitza, Markus
  last_name: Kitza
- first_name: Pavel
  full_name: Golik, Pavel
  last_name: Golik
- first_name: Ilia
  full_name: Kulikov, Ilia
  last_name: Kulikov
- first_name: Lukas
  full_name: Drude, Lukas
  id: '11213'
  last_name: Drude
- first_name: Ralf
  full_name: Schlüter, Ralf
  last_name: Schlüter
- first_name: Hermann
  full_name: Ney, Hermann
  last_name: Ney
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
- first_name: Athanasios
  full_name: Mouchtaris, Athanasios
  last_name: Mouchtaris
citation:
  ama: 'Menne T, Heymann J, Alexandridis A, et al. The RWTH/UPB/FORTH System Combination
    for the 4th CHiME Challenge Evaluation. In: <i>Computer Speech and Language</i>.
    ; 2016.'
  apa: Menne, T., Heymann, J., Alexandridis, A., Irie, K., Zeyer, A., Kitza, M., …
    Mouchtaris, A. (2016). The RWTH/UPB/FORTH System Combination for the 4th CHiME
    Challenge Evaluation. In <i>Computer Speech and Language</i>.
  bibtex: '@inproceedings{Menne_Heymann_Alexandridis_Irie_Zeyer_Kitza_Golik_Kulikov_Drude_Schlüter_et
    al._2016, title={The RWTH/UPB/FORTH System Combination for the 4th CHiME Challenge
    Evaluation}, booktitle={Computer Speech and Language}, author={Menne, Tobias and
    Heymann, Jahn and Alexandridis, Anastasios and Irie, Kazuki and Zeyer, Albert
    and Kitza, Markus and Golik, Pavel and Kulikov, Ilia and Drude, Lukas and Schlüter,
    Ralf and et al.}, year={2016} }'
  chicago: Menne, Tobias, Jahn Heymann, Anastasios Alexandridis, Kazuki Irie, Albert
    Zeyer, Markus Kitza, Pavel Golik, et al. “The RWTH/UPB/FORTH System Combination
    for the 4th CHiME Challenge Evaluation.” In <i>Computer Speech and Language</i>,
    2016.
  ieee: T. Menne <i>et al.</i>, “The RWTH/UPB/FORTH System Combination for the 4th
    CHiME Challenge Evaluation,” in <i>Computer Speech and Language</i>, 2016.
  mla: Menne, Tobias, et al. “The RWTH/UPB/FORTH System Combination for the 4th CHiME
    Challenge Evaluation.” <i>Computer Speech and Language</i>, 2016.
  short: 'T. Menne, J. Heymann, A. Alexandridis, K. Irie, A. Zeyer, M. Kitza, P. Golik,
    I. Kulikov, L. Drude, R. Schlüter, H. Ney, R. Haeb-Umbach, A. Mouchtaris, in:
    Computer Speech and Language, 2016.'
date_created: 2019-07-12T05:30:35Z
date_updated: 2022-01-06T06:51:12Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2016/chime4_rwthupbforth_paper.pdf
oa: '1'
publication: Computer Speech and Language
status: public
title: The RWTH/UPB/FORTH System Combination for the 4th CHiME Challenge Evaluation
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '11920'
abstract:
- lang: eng
  text: In this paper we demonstrate an algorithm to learn words from speech using
    non-parametric Bayesian hierarchical models in an unsupervised setting. We exploit
    the assumption of a hierarchical structure of speech, namely the formation of
    spoken words as a sequence of phonemes. We employ the Nested Hierarchical Pitman-Yor
    Language Model, which allows an a priori unknown and possibly unlimited number
    of words. We assume the n-gram probabilities of words, the m-gram probabilities
    of phoneme sequences in words and the phoneme sequences of the words themselves
    as latent variables to be learned. We evaluate the algorithm on a cross language
    task using an existing speech recognizer trained on English speech to decode speech
    in the Xitsonga language supplied for the 2015 ZeroSpeech challenge. We apply
    the learning algorithm on the resulting phoneme graphs and achieve the highest
    token precision and F score compared to present systems.
author:
- 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: 'Walter O, Haeb-Umbach R. Unsupervised Word Discovery from Speech using Bayesian
    Hierarchical Models. In: <i>38th German Conference on Pattern Recognition (GCPR
    2016)</i>. ; 2016.'
  apa: Walter, O., &#38; Haeb-Umbach, R. (2016). Unsupervised Word Discovery from
    Speech using Bayesian Hierarchical Models. In <i>38th German Conference on Pattern
    Recognition (GCPR 2016)</i>.
  bibtex: '@inproceedings{Walter_Haeb-Umbach_2016, title={Unsupervised Word Discovery
    from Speech using Bayesian Hierarchical Models}, booktitle={38th German Conference
    on Pattern Recognition (GCPR 2016)}, author={Walter, Oliver and Haeb-Umbach, Reinhold},
    year={2016} }'
  chicago: Walter, Oliver, and Reinhold Haeb-Umbach. “Unsupervised Word Discovery
    from Speech Using Bayesian Hierarchical Models.” In <i>38th German Conference
    on Pattern Recognition (GCPR 2016)</i>, 2016.
  ieee: O. Walter and R. Haeb-Umbach, “Unsupervised Word Discovery from Speech using
    Bayesian Hierarchical Models,” in <i>38th German Conference on Pattern Recognition
    (GCPR 2016)</i>, 2016.
  mla: Walter, Oliver, and Reinhold Haeb-Umbach. “Unsupervised Word Discovery from
    Speech Using Bayesian Hierarchical Models.” <i>38th German Conference on Pattern
    Recognition (GCPR 2016)</i>, 2016.
  short: 'O. Walter, R. Haeb-Umbach, in: 38th German Conference on Pattern Recognition
    (GCPR 2016), 2016.'
date_created: 2019-07-12T05:30:49Z
date_updated: 2022-01-06T06:51:12Z
department:
- _id: '54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2016/WaHa16.pdf
oa: '1'
publication: 38th German Conference on Pattern Recognition (GCPR 2016)
related_material:
  link:
  - description: Presentation
    relation: supplementary_material
    url: https://groups.uni-paderborn.de/nt/pubs/2016/WaHa16_Talk.pdf
status: public
title: Unsupervised Word Discovery from Speech using Bayesian Hierarchical Models
type: conference
user_id: '44006'
year: '2016'
...
---
_id: '12935'
author:
- first_name: Anna Maria
  full_name: Komprecht, Anna Maria
  last_name: Komprecht
- first_name: Daniel
  full_name: Röwenstrunk, Daniel
  id: '439'
  last_name: Röwenstrunk
  orcid: https://orcid.org/0000-0001-6271-2095
citation:
  ama: 'Komprecht AM, Röwenstrunk D. Projektmanagement in digitalen Forschungsprojekten.
    In: <i>„Ei, Dem Alten Herrn Zoll’ Ich Achtung Gern“</i>. Allitera Verlag, München;
    2016. doi:<a href="https://doi.org/10.25366/2018.33">10.25366/2018.33</a>'
  apa: Komprecht, A. M., &#38; Röwenstrunk, D. (2016). Projektmanagement in digitalen
    Forschungsprojekten. In <i>„Ei, dem alten Herrn zoll’ ich Achtung gern“</i>. Allitera
    Verlag, München. <a href="https://doi.org/10.25366/2018.33">https://doi.org/10.25366/2018.33</a>
  bibtex: '@inbook{Komprecht_Röwenstrunk_2016, title={Projektmanagement in digitalen
    Forschungsprojekten}, DOI={<a href="https://doi.org/10.25366/2018.33">10.25366/2018.33</a>},
    booktitle={„Ei, dem alten Herrn zoll’ ich Achtung gern“}, publisher={Allitera
    Verlag, München}, author={Komprecht, Anna Maria and Röwenstrunk, Daniel}, year={2016}
    }'
  chicago: Komprecht, Anna Maria, and Daniel Röwenstrunk. “Projektmanagement in Digitalen
    Forschungsprojekten.” In <i>„Ei, Dem Alten Herrn Zoll’ Ich Achtung Gern“</i>.
    Allitera Verlag, München, 2016. <a href="https://doi.org/10.25366/2018.33">https://doi.org/10.25366/2018.33</a>.
  ieee: A. M. Komprecht and D. Röwenstrunk, “Projektmanagement in digitalen Forschungsprojekten,”
    in <i>„Ei, dem alten Herrn zoll’ ich Achtung gern“</i>, Allitera Verlag, München,
    2016.
  mla: Komprecht, Anna Maria, and Daniel Röwenstrunk. “Projektmanagement in Digitalen
    Forschungsprojekten.” <i>„Ei, Dem Alten Herrn Zoll’ Ich Achtung Gern“</i>, Allitera
    Verlag, München, 2016, doi:<a href="https://doi.org/10.25366/2018.33">10.25366/2018.33</a>.
  short: 'A.M. Komprecht, D. Röwenstrunk, in: „Ei, Dem Alten Herrn Zoll’ Ich Achtung
    Gern“, Allitera Verlag, München, 2016.'
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