---
_id: '33253'
author:
- first_name: Tim
  full_name: Hansmeier, Tim
  id: '49992'
  last_name: Hansmeier
  orcid: 0000-0003-1377-3339
- first_name: Mathis
  full_name: Brede, Mathis
  last_name: Brede
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Hansmeier T, Brede M, Platzner M. XCS on Embedded Systems: An Analysis of
    Execution Profiles and Accelerated Classifier Deletion. In: <i>GECCO ’22: Proceedings
    of the Genetic and Evolutionary Computation Conference Companion</i>. Association
    for Computing Machinery (ACM); 2022:2071-2079. doi:<a href="https://doi.org/10.1145/3520304.3533977">10.1145/3520304.3533977</a>'
  apa: 'Hansmeier, T., Brede, M., &#38; Platzner, M. (2022). XCS on Embedded Systems:
    An Analysis of Execution Profiles and Accelerated Classifier Deletion. <i>GECCO
    ’22: Proceedings of the Genetic and Evolutionary Computation Conference Companion</i>,
    2071–2079. <a href="https://doi.org/10.1145/3520304.3533977">https://doi.org/10.1145/3520304.3533977</a>'
  bibtex: '@inproceedings{Hansmeier_Brede_Platzner_2022, place={New York, NY, United
    States}, title={XCS on Embedded Systems: An Analysis of Execution Profiles and
    Accelerated Classifier Deletion}, DOI={<a href="https://doi.org/10.1145/3520304.3533977">10.1145/3520304.3533977</a>},
    booktitle={GECCO ’22: Proceedings of the Genetic and Evolutionary Computation
    Conference Companion}, publisher={Association for Computing Machinery (ACM)},
    author={Hansmeier, Tim and Brede, Mathis and Platzner, Marco}, year={2022}, pages={2071–2079}
    }'
  chicago: 'Hansmeier, Tim, Mathis Brede, and Marco Platzner. “XCS on Embedded Systems:
    An Analysis of Execution Profiles and Accelerated Classifier Deletion.” In <i>GECCO
    ’22: Proceedings of the Genetic and Evolutionary Computation Conference Companion</i>,
    2071–79. New York, NY, United States: Association for Computing Machinery (ACM),
    2022. <a href="https://doi.org/10.1145/3520304.3533977">https://doi.org/10.1145/3520304.3533977</a>.'
  ieee: 'T. Hansmeier, M. Brede, and M. Platzner, “XCS on Embedded Systems: An Analysis
    of Execution Profiles and Accelerated Classifier Deletion,” in <i>GECCO ’22: Proceedings
    of the Genetic and Evolutionary Computation Conference Companion</i>, Boston,
    MA, USA, 2022, pp. 2071–2079, doi: <a href="https://doi.org/10.1145/3520304.3533977">10.1145/3520304.3533977</a>.'
  mla: 'Hansmeier, Tim, et al. “XCS on Embedded Systems: An Analysis of Execution
    Profiles and Accelerated Classifier Deletion.” <i>GECCO ’22: Proceedings of the
    Genetic and Evolutionary Computation Conference Companion</i>, Association for
    Computing Machinery (ACM), 2022, pp. 2071–79, doi:<a href="https://doi.org/10.1145/3520304.3533977">10.1145/3520304.3533977</a>.'
  short: 'T. Hansmeier, M. Brede, M. Platzner, in: GECCO ’22: Proceedings of the Genetic
    and Evolutionary Computation Conference Companion, Association for Computing Machinery
    (ACM), New York, NY, United States, 2022, pp. 2071–2079.'
conference:
  end_date: 2022-07-13
  location: Boston, MA, USA
  name: International Workshop on Learning Classifier Systems (IWLCS 2022)
  start_date: 2022-07-09
date_created: 2022-09-02T11:47:17Z
date_updated: 2022-11-18T10:13:22Z
department:
- _id: '78'
doi: 10.1145/3520304.3533977
language:
- iso: eng
page: 2071-2079
place: New York, NY, United States
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '14'
  name: 'SFB 901 - C2: SFB 901 - Subproject C2'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
publication: 'GECCO ''22: Proceedings of the Genetic and Evolutionary Computation
  Conference Companion'
publication_status: published
publisher: Association for Computing Machinery (ACM)
status: public
title: 'XCS on Embedded Systems: An Analysis of Execution Profiles and Accelerated
  Classifier Deletion'
type: conference
user_id: '477'
year: '2022'
...
---
_id: '33274'
author:
- first_name: Wei-Fan
  full_name: Chen, Wei-Fan
  id: '82920'
  last_name: Chen
- first_name: Mei-Hua
  full_name: Chen, Mei-Hua
  last_name: Chen
- first_name: Garima
  full_name: Mudgal, Garima
  last_name: Mudgal
- first_name: Henning
  full_name: Wachsmuth, Henning
  id: '3900'
  last_name: Wachsmuth
citation:
  ama: 'Chen W-F, Chen M-H, Mudgal G, Wachsmuth H. Analyzing Culture-Specific Argument
    Structures in Learner Essays. In: <i>Proceedings of the 9th Workshop on Argument
    Mining (ArgMining 2022)</i>. ; 2022:51-61.'
  apa: Chen, W.-F., Chen, M.-H., Mudgal, G., &#38; Wachsmuth, H. (2022). Analyzing
    Culture-Specific Argument Structures in Learner Essays. <i>Proceedings of the
    9th Workshop on Argument Mining (ArgMining 2022)</i>, 51–61.
  bibtex: '@inproceedings{Chen_Chen_Mudgal_Wachsmuth_2022, title={Analyzing Culture-Specific
    Argument Structures in Learner Essays}, booktitle={Proceedings of the 9th Workshop
    on Argument Mining (ArgMining 2022)}, author={Chen, Wei-Fan and Chen, Mei-Hua
    and Mudgal, Garima and Wachsmuth, Henning}, year={2022}, pages={51–61} }'
  chicago: Chen, Wei-Fan, Mei-Hua Chen, Garima Mudgal, and Henning Wachsmuth. “Analyzing
    Culture-Specific Argument Structures in Learner Essays.” In <i>Proceedings of
    the 9th Workshop on Argument Mining (ArgMining 2022)</i>, 51–61, 2022.
  ieee: W.-F. Chen, M.-H. Chen, G. Mudgal, and H. Wachsmuth, “Analyzing Culture-Specific
    Argument Structures in Learner Essays,” in <i>Proceedings of the 9th Workshop
    on Argument Mining (ArgMining 2022)</i>, 2022, pp. 51–61.
  mla: Chen, Wei-Fan, et al. “Analyzing Culture-Specific Argument Structures in Learner
    Essays.” <i>Proceedings of the 9th Workshop on Argument Mining (ArgMining 2022)</i>,
    2022, pp. 51–61.
  short: 'W.-F. Chen, M.-H. Chen, G. Mudgal, H. Wachsmuth, in: Proceedings of the
    9th Workshop on Argument Mining (ArgMining 2022), 2022, pp. 51–61.'
date_created: 2022-09-06T13:51:23Z
date_updated: 2022-11-18T09:56:17Z
department:
- _id: '600'
language:
- iso: eng
page: 51 - 61
project:
- _id: '9'
  name: 'SFB 901 - B1: SFB 901 - Subproject B1'
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
publication: Proceedings of the 9th Workshop on Argument Mining (ArgMining 2022)
status: public
title: Analyzing Culture-Specific Argument Structures in Learner Essays
type: conference
user_id: '477'
year: '2022'
...
---
_id: '33491'
author:
- first_name: Marten
  full_name: Maack, Marten
  id: '88252'
  last_name: Maack
- first_name: Simon
  full_name: Pukrop, Simon
  id: '44428'
  last_name: Pukrop
- first_name: Anna Rodriguez
  full_name: Rasmussen, Anna Rodriguez
  last_name: Rasmussen
citation:
  ama: 'Maack M, Pukrop S, Rasmussen AR. (In-)Approximability Results for Interval,
    Resource Restricted, and Low Rank Scheduling. In: Chechik S, Navarro G, Rotenberg
    E, Herman G, eds. <i>30th Annual European Symposium on Algorithms, ESA 2022, September
    5-9, 2022, Berlin/Potsdam, Germany</i>. Vol 244. LIPIcs. Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik; 2022:77:1–77:13. doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2022.77">10.4230/LIPIcs.ESA.2022.77</a>'
  apa: Maack, M., Pukrop, S., &#38; Rasmussen, A. R. (2022). (In-)Approximability
    Results for Interval, Resource Restricted, and Low Rank Scheduling. In S. Chechik,
    G. Navarro, E. Rotenberg, &#38; G. Herman (Eds.), <i>30th Annual European Symposium
    on Algorithms, ESA 2022, September 5-9, 2022, Berlin/Potsdam, Germany</i> (Vol.
    244, p. 77:1–77:13). Schloss Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.ESA.2022.77">https://doi.org/10.4230/LIPIcs.ESA.2022.77</a>
  bibtex: '@inproceedings{Maack_Pukrop_Rasmussen_2022, series={LIPIcs}, title={(In-)Approximability
    Results for Interval, Resource Restricted, and Low Rank Scheduling}, volume={244},
    DOI={<a href="https://doi.org/10.4230/LIPIcs.ESA.2022.77">10.4230/LIPIcs.ESA.2022.77</a>},
    booktitle={30th Annual European Symposium on Algorithms, ESA 2022, September 5-9,
    2022, Berlin/Potsdam, Germany}, publisher={Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik}, author={Maack, Marten and Pukrop, Simon and Rasmussen, Anna Rodriguez},
    editor={Chechik, Shiri and Navarro, Gonzalo and Rotenberg, Eva and Herman, Grzegorz},
    year={2022}, pages={77:1–77:13}, collection={LIPIcs} }'
  chicago: Maack, Marten, Simon Pukrop, and Anna Rodriguez Rasmussen. “(In-)Approximability
    Results for Interval, Resource Restricted, and Low Rank Scheduling.” In <i>30th
    Annual European Symposium on Algorithms, ESA 2022, September 5-9, 2022, Berlin/Potsdam,
    Germany</i>, edited by Shiri Chechik, Gonzalo Navarro, Eva Rotenberg, and Grzegorz
    Herman, 244:77:1–77:13. LIPIcs. Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2022. <a href="https://doi.org/10.4230/LIPIcs.ESA.2022.77">https://doi.org/10.4230/LIPIcs.ESA.2022.77</a>.
  ieee: 'M. Maack, S. Pukrop, and A. R. Rasmussen, “(In-)Approximability Results for
    Interval, Resource Restricted, and Low Rank Scheduling,” in <i>30th Annual European
    Symposium on Algorithms, ESA 2022, September 5-9, 2022, Berlin/Potsdam, Germany</i>,
    2022, vol. 244, p. 77:1–77:13, doi: <a href="https://doi.org/10.4230/LIPIcs.ESA.2022.77">10.4230/LIPIcs.ESA.2022.77</a>.'
  mla: Maack, Marten, et al. “(In-)Approximability Results for Interval, Resource
    Restricted, and Low Rank Scheduling.” <i>30th Annual European Symposium on Algorithms,
    ESA 2022, September 5-9, 2022, Berlin/Potsdam, Germany</i>, edited by Shiri Chechik
    et al., vol. 244, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2022, p.
    77:1–77:13, doi:<a href="https://doi.org/10.4230/LIPIcs.ESA.2022.77">10.4230/LIPIcs.ESA.2022.77</a>.
  short: 'M. Maack, S. Pukrop, A.R. Rasmussen, in: S. Chechik, G. Navarro, E. Rotenberg,
    G. Herman (Eds.), 30th Annual European Symposium on Algorithms, ESA 2022, September
    5-9, 2022, Berlin/Potsdam, Germany, Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2022, p. 77:1–77:13.'
date_created: 2022-09-27T13:06:05Z
date_updated: 2022-11-18T10:14:14Z
department:
- _id: '63'
doi: 10.4230/LIPIcs.ESA.2022.77
editor:
- first_name: Shiri
  full_name: Chechik, Shiri
  last_name: Chechik
- first_name: Gonzalo
  full_name: Navarro, Gonzalo
  last_name: Navarro
- first_name: Eva
  full_name: Rotenberg, Eva
  last_name: Rotenberg
- first_name: Grzegorz
  full_name: Herman, Grzegorz
  last_name: Herman
intvolume: '       244'
language:
- iso: eng
page: 77:1–77:13
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '16'
  name: 'SFB 901 - C4: SFB 901 - Subproject C4'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
publication: 30th Annual European Symposium on Algorithms, ESA 2022, September 5-9,
  2022, Berlin/Potsdam, Germany
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
series_title: LIPIcs
status: public
title: (In-)Approximability Results for Interval, Resource Restricted, and Low Rank
  Scheduling
type: conference
user_id: '477'
volume: 244
year: '2022'
...
---
_id: '29769'
abstract:
- lang: eng
  text: 'Wettstreit zwischen der Entwicklung neuer Hardwaretrojaner und entsprechender
    Gegenmaßnahmen beschreiten Widersacher immer raffiniertere Wege um Schaltungsentwürfe
    zu infizieren und dabei selbst fortgeschrittene Test- und Verifikationsmethoden
    zu überlisten. Abgesehen von den konventionellen Methoden um einen Trojaner in
    eine Schaltung für ein Field-programmable Gate Array (FPGA) einzuschleusen, können
    auch die Entwurfswerkzeuge heimlich kompromittiert werden um einen Angreifer dabei
    zu unterstützen einen erfolgreichen Angriff durchzuführen, der zum Beispiel Fehlfunktionen
    oder ungewollte Informationsabflüsse bewirken kann. Diese Dissertation beschäftigt
    sich hauptsächlich mit den beiden Blickwinkeln auf Hardwaretrojaner in rekonfigurierbaren
    Systemen, einerseits der Perspektive des Verteidigers mit einer Methode zur Erkennung
    von Trojanern auf der Bitstromebene, und andererseits derjenigen des Angreifers
    mit einer neuartigen Angriffsmethode für FPGA Trojaner. Für die Verteidigung gegen
    den Trojaner ``Heimtückische LUT'''' stellen wir die allererste erfolgreiche Gegenmaßnahme
    vor, die durch Verifikation mittels Proof-carrying Hardware (PCH) auf der Bitstromebene
    direkt vor der Konfiguration der Hardware angewendet werden kann, und präsentieren
    ein vollständiges Schema für den Entwurf und die Verifikation von Schaltungen
    für iCE40 FPGAs. Für die Gegenseite führen wir einen neuen Angriff ein, welcher
    bösartiges Routing im eingefügten Trojaner ausnutzt um selbst im fertigen Bitstrom
    in einem inaktiven Zustand zu verbleiben: Hierdurch kann dieser neuartige Angriff
    zur Zeit weder von herkömmlichen Test- und Verifikationsmethoden, noch von unserer
    vorher vorgestellten Verifikation auf der Bitstromebene entdeckt werden.'
- lang: eng
  text: The battle of developing hardware Trojans and corresponding countermeasures
    has taken adversaries towards ingenious ways of compromising hardware designs
    by circumventing even advanced testing and verification methods. Besides conventional
    methods of inserting Trojans into a design by a malicious entity, the design flow
    for field-programmable gate arrays (FPGAs) can also be surreptitiously compromised
    to assist the attacker to perform a successful malfunctioning or information leakage
    attack. This thesis mainly focuses on the two aspects of hardware Trojans in reconfigurable
    systems, the defenders perspective which corresponds to the bitstream-level Trojan
    detection technique, and the attackers perspective which corresponds to a novel
    FPGA Trojan attack. From the defender's perspective, we introduce a first-ever
    successful pre-configuration countermeasure against the ``Malicious LUT''-hardware
    Trojan, by employing bitstream-level Proof-Carrying Hardware (PCH) and present
    the complete design-and-verification flow for iCE40 FPGAs. Likewise, from an attackers
    perspective, we present a novel attack that leverages malicious routing of the
    inserted Trojan circuit to acquire a dormant state even in the generated and transmitted
    bitstream. Since the Trojan is injected in a post-synthesis step and remains unconnected
    in the bitstream, the presented attack can currently neither be prevented by conventional
    testing and verification methods nor by bitstream-level verification techniques.
author:
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '72764'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
citation:
  ama: Ahmed QA. <i>Hardware Trojans in Reconfigurable Computing</i>.  Paderborn University,
    Paderborn, Germany; 2022. doi:<a href="https://doi.org/10.17619/UNIPB/1-1271">10.17619/UNIPB/1-1271</a>
  apa: Ahmed, Q. A. (2022). <i>Hardware Trojans in Reconfigurable Computing</i>.  Paderborn
    University, Paderborn, Germany. <a href="https://doi.org/10.17619/UNIPB/1-1271">https://doi.org/10.17619/UNIPB/1-1271</a>
  bibtex: '@book{Ahmed_2022, place={Paderborn}, title={Hardware Trojans in Reconfigurable
    Computing}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-1271">10.17619/UNIPB/1-1271</a>},
    publisher={ Paderborn University, Paderborn, Germany}, author={Ahmed, Qazi Arbab},
    year={2022} }'
  chicago: 'Ahmed, Qazi Arbab. <i>Hardware Trojans in Reconfigurable Computing</i>.
    Paderborn:  Paderborn University, Paderborn, Germany, 2022. <a href="https://doi.org/10.17619/UNIPB/1-1271">https://doi.org/10.17619/UNIPB/1-1271</a>.'
  ieee: 'Q. A. Ahmed, <i>Hardware Trojans in Reconfigurable Computing</i>. Paderborn:  Paderborn
    University, Paderborn, Germany, 2022.'
  mla: Ahmed, Qazi Arbab. <i>Hardware Trojans in Reconfigurable Computing</i>.  Paderborn
    University, Paderborn, Germany, 2022, doi:<a href="https://doi.org/10.17619/UNIPB/1-1271">10.17619/UNIPB/1-1271</a>.
  short: Q.A. Ahmed, Hardware Trojans in Reconfigurable Computing,  Paderborn University,
    Paderborn, Germany, Paderborn, 2022.
date_created: 2022-02-07T14:02:36Z
date_updated: 2022-11-30T13:39:01Z
ddc:
- '004'
department:
- _id: '78'
doi: 10.17619/UNIPB/1-1271
has_accepted_license: '1'
keyword:
- FPGA Security
- Hardware Trojans
- Bitstream-level Trojans
- Bitstream Verification
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: "\turn:nbn:de:hbz:466:2-40303"
oa: '1'
place: Paderborn
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '14'
  name: 'SFB 901 - C2: SFB 901 - Subproject C2'
publication_status: published
publisher: ' Paderborn University, Paderborn, Germany'
status: public
supervisor:
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
title: Hardware Trojans in Reconfigurable Computing
type: dissertation
user_id: '477'
year: '2022'
...
---
_id: '34197'
abstract:
- lang: eng
  text: <jats:title>Abstract</jats:title><jats:p>Comprehensive data understanding
    is a key success driver for data analytics projects. Knowing the characteristics
    of the data helps a lot in selecting the appropriate data analysis techniques.
    Especially in data-driven product planning, knowledge about the data is a necessary
    prerequisite because data of the use phase is very heterogeneous. However, companies
    often do not have the necessary know-how or time to build up solid data understanding
    in connection with data analysis. In this paper, we develop a methodology to organize
    and categorize and thus understand use phase data in a way that makes it accessible
    to general data analytics workflows, following a design science research approach.
    We first present a knowledge base that lists typical use phase data from a product
    planning view. Second, we develop a taxonomy based on standard literature and
    real data objects, which covers the diversity of the data considered. The taxonomy
    provides 8 dimensions that support classification of use phase data and allows
    to capture data characteristics from a data analytics view. Finally, we combine
    both views by clustering the objects of the knowledge base according to the taxonomy.
    Each of the resulting clusters covers a typical combination of analytics relevant
    characteristics occurring in practice. By abstracting from the diversity of use
    phase data into artifacts with manageable complexity, our approach provides guidance
    to choose appropriate data analysis and AI techniques.</jats:p>
author:
- first_name: Melina
  full_name: Panzner, Melina
  last_name: Panzner
- first_name: Sebastian
  full_name: von Enzberg, Sebastian
  last_name: von Enzberg
- first_name: Maurice
  full_name: Meyer, Maurice
  last_name: Meyer
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  ama: Panzner M, von Enzberg S, Meyer M, Dumitrescu R. Characterization of Usage
    Data with the Help of Data Classifications. <i>Journal of the Knowledge Economy</i>.
    Published online 2022. doi:<a href="https://doi.org/10.1007/s13132-022-01081-z">10.1007/s13132-022-01081-z</a>
  apa: Panzner, M., von Enzberg, S., Meyer, M., &#38; Dumitrescu, R. (2022). Characterization
    of Usage Data with the Help of Data Classifications. <i>Journal of the Knowledge
    Economy</i>. <a href="https://doi.org/10.1007/s13132-022-01081-z">https://doi.org/10.1007/s13132-022-01081-z</a>
  bibtex: '@article{Panzner_von Enzberg_Meyer_Dumitrescu_2022, title={Characterization
    of Usage Data with the Help of Data Classifications}, DOI={<a href="https://doi.org/10.1007/s13132-022-01081-z">10.1007/s13132-022-01081-z</a>},
    journal={Journal of the Knowledge Economy}, publisher={Springer Science and Business
    Media LLC}, author={Panzner, Melina and von Enzberg, Sebastian and Meyer, Maurice
    and Dumitrescu, Roman}, year={2022} }'
  chicago: Panzner, Melina, Sebastian von Enzberg, Maurice Meyer, and Roman Dumitrescu.
    “Characterization of Usage Data with the Help of Data Classifications.” <i>Journal
    of the Knowledge Economy</i>, 2022. <a href="https://doi.org/10.1007/s13132-022-01081-z">https://doi.org/10.1007/s13132-022-01081-z</a>.
  ieee: 'M. Panzner, S. von Enzberg, M. Meyer, and R. Dumitrescu, “Characterization
    of Usage Data with the Help of Data Classifications,” <i>Journal of the Knowledge
    Economy</i>, 2022, doi: <a href="https://doi.org/10.1007/s13132-022-01081-z">10.1007/s13132-022-01081-z</a>.'
  mla: Panzner, Melina, et al. “Characterization of Usage Data with the Help of Data
    Classifications.” <i>Journal of the Knowledge Economy</i>, Springer Science and
    Business Media LLC, 2022, doi:<a href="https://doi.org/10.1007/s13132-022-01081-z">10.1007/s13132-022-01081-z</a>.
  short: M. Panzner, S. von Enzberg, M. Meyer, R. Dumitrescu, Journal of the Knowledge
    Economy (2022).
date_created: 2022-12-05T12:49:56Z
date_updated: 2022-12-05T12:51:03Z
department:
- _id: '563'
doi: 10.1007/s13132-022-01081-z
keyword:
- Economics and Econometrics
language:
- iso: eng
publication: Journal of the Knowledge Economy
publication_identifier:
  issn:
  - 1868-7865
  - 1868-7873
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: Characterization of Usage Data with the Help of Data Classifications
type: journal_article
user_id: '15782'
year: '2022'
...
---
_id: '34196'
abstract:
- lang: eng
  text: <jats:p>Mounting sensors in disk stack separators is often a major challenge
    due to the operating conditions. However, a process cannot be optimally monitored
    without sensors. Virtual sensors can be a solution to calculate the sought parameters
    from measurable values. We measured the vibrations of disk stack separators and
    applied machine learning (ML) to detect whether the separator contains only water
    or whether particles are also present. We combined seven ML classification algorithms
    with three feature engineering strategies and evaluated our model successfully
    on vibration data of an experimental disk stack separator. Our experimental results
    demonstrate that random forest in combination with manual feature engineering
    using domain specific knowledge about suitable features outperforms all other
    models with an accuracy of 91.27 %.</jats:p>
author:
- first_name: Silke
  full_name: Merkelbach, Silke
  last_name: Merkelbach
- first_name: Lameya
  full_name: Afroze, Lameya
  last_name: Afroze
- first_name: Nils
  full_name: Janssen, Nils
  last_name: Janssen
- first_name: Sebastian
  full_name: von Enzberg, Sebastian
  last_name: von Enzberg
- first_name: Arno
  full_name: Kühn, Arno
  last_name: Kühn
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  ama: Merkelbach S, Afroze L, Janssen N, von Enzberg S, Kühn A, Dumitrescu R. Using
    vibration data to classify conditions in disk stack separators. <i>Vibroengineering
    PROCEDIA</i>. 2022;46:21-26. doi:<a href="https://doi.org/10.21595/vp.2022.23000">10.21595/vp.2022.23000</a>
  apa: Merkelbach, S., Afroze, L., Janssen, N., von Enzberg, S., Kühn, A., &#38; Dumitrescu,
    R. (2022). Using vibration data to classify conditions in disk stack separators.
    <i>Vibroengineering PROCEDIA</i>, <i>46</i>, 21–26. <a href="https://doi.org/10.21595/vp.2022.23000">https://doi.org/10.21595/vp.2022.23000</a>
  bibtex: '@article{Merkelbach_Afroze_Janssen_von Enzberg_Kühn_Dumitrescu_2022, title={Using
    vibration data to classify conditions in disk stack separators}, volume={46},
    DOI={<a href="https://doi.org/10.21595/vp.2022.23000">10.21595/vp.2022.23000</a>},
    journal={Vibroengineering PROCEDIA}, publisher={JVE International Ltd.}, author={Merkelbach,
    Silke and Afroze, Lameya and Janssen, Nils and von Enzberg, Sebastian and Kühn,
    Arno and Dumitrescu, Roman}, year={2022}, pages={21–26} }'
  chicago: 'Merkelbach, Silke, Lameya Afroze, Nils Janssen, Sebastian von Enzberg,
    Arno Kühn, and Roman Dumitrescu. “Using Vibration Data to Classify Conditions
    in Disk Stack Separators.” <i>Vibroengineering PROCEDIA</i> 46 (2022): 21–26.
    <a href="https://doi.org/10.21595/vp.2022.23000">https://doi.org/10.21595/vp.2022.23000</a>.'
  ieee: 'S. Merkelbach, L. Afroze, N. Janssen, S. von Enzberg, A. Kühn, and R. Dumitrescu,
    “Using vibration data to classify conditions in disk stack separators,” <i>Vibroengineering
    PROCEDIA</i>, vol. 46, pp. 21–26, 2022, doi: <a href="https://doi.org/10.21595/vp.2022.23000">10.21595/vp.2022.23000</a>.'
  mla: Merkelbach, Silke, et al. “Using Vibration Data to Classify Conditions in Disk
    Stack Separators.” <i>Vibroengineering PROCEDIA</i>, vol. 46, JVE International
    Ltd., 2022, pp. 21–26, doi:<a href="https://doi.org/10.21595/vp.2022.23000">10.21595/vp.2022.23000</a>.
  short: S. Merkelbach, L. Afroze, N. Janssen, S. von Enzberg, A. Kühn, R. Dumitrescu,
    Vibroengineering PROCEDIA 46 (2022) 21–26.
date_created: 2022-12-05T12:47:22Z
date_updated: 2022-12-05T12:51:08Z
department:
- _id: '563'
doi: 10.21595/vp.2022.23000
intvolume: '        46'
keyword:
- General Medicine
language:
- iso: eng
page: 21-26
publication: Vibroengineering PROCEDIA
publication_identifier:
  issn:
  - 2345-0533
  - 2538-8479
publication_status: published
publisher: JVE International Ltd.
status: public
title: Using vibration data to classify conditions in disk stack separators
type: journal_article
user_id: '15782'
volume: 46
year: '2022'
...
---
_id: '34195'
author:
- first_name: Daniela
  full_name: Hobscheidt, Daniela
  last_name: Hobscheidt
- first_name: Jörn Steffen
  full_name: Menzefricke, Jörn Steffen
  last_name: Menzefricke
- first_name: Stefan
  full_name: Gabriel, Stefan
  last_name: Gabriel
- first_name: Arno
  full_name: Kühn, Arno
  last_name: Kühn
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  ama: 'Hobscheidt D, Menzefricke JS, Gabriel S, Kühn A, Dumitrescu R. Soziotechnische
    Herausforderungen bei der Einführung von RPA managen. In: <i>Praxishandbuch Robotic
    Process Automation (RPA)</i>. Springer Fachmedien Wiesbaden; 2022. doi:<a href="https://doi.org/10.1007/978-3-658-38379-4_8">10.1007/978-3-658-38379-4_8</a>'
  apa: Hobscheidt, D., Menzefricke, J. S., Gabriel, S., Kühn, A., &#38; Dumitrescu,
    R. (2022). Soziotechnische Herausforderungen bei der Einführung von RPA managen.
    In <i>Praxishandbuch Robotic Process Automation (RPA)</i>. Springer Fachmedien
    Wiesbaden. <a href="https://doi.org/10.1007/978-3-658-38379-4_8">https://doi.org/10.1007/978-3-658-38379-4_8</a>
  bibtex: '@inbook{Hobscheidt_Menzefricke_Gabriel_Kühn_Dumitrescu_2022, place={Wiesbaden},
    title={Soziotechnische Herausforderungen bei der Einführung von RPA managen},
    DOI={<a href="https://doi.org/10.1007/978-3-658-38379-4_8">10.1007/978-3-658-38379-4_8</a>},
    booktitle={Praxishandbuch Robotic Process Automation (RPA)}, publisher={Springer
    Fachmedien Wiesbaden}, author={Hobscheidt, Daniela and Menzefricke, Jörn Steffen
    and Gabriel, Stefan and Kühn, Arno and Dumitrescu, Roman}, year={2022} }'
  chicago: 'Hobscheidt, Daniela, Jörn Steffen Menzefricke, Stefan Gabriel, Arno Kühn,
    and Roman Dumitrescu. “Soziotechnische Herausforderungen Bei Der Einführung von
    RPA Managen.” In <i>Praxishandbuch Robotic Process Automation (RPA)</i>. Wiesbaden:
    Springer Fachmedien Wiesbaden, 2022. <a href="https://doi.org/10.1007/978-3-658-38379-4_8">https://doi.org/10.1007/978-3-658-38379-4_8</a>.'
  ieee: 'D. Hobscheidt, J. S. Menzefricke, S. Gabriel, A. Kühn, and R. Dumitrescu,
    “Soziotechnische Herausforderungen bei der Einführung von RPA managen,” in <i>Praxishandbuch
    Robotic Process Automation (RPA)</i>, Wiesbaden: Springer Fachmedien Wiesbaden,
    2022.'
  mla: Hobscheidt, Daniela, et al. “Soziotechnische Herausforderungen Bei Der Einführung
    von RPA Managen.” <i>Praxishandbuch Robotic Process Automation (RPA)</i>, Springer
    Fachmedien Wiesbaden, 2022, doi:<a href="https://doi.org/10.1007/978-3-658-38379-4_8">10.1007/978-3-658-38379-4_8</a>.
  short: 'D. Hobscheidt, J.S. Menzefricke, S. Gabriel, A. Kühn, R. Dumitrescu, in:
    Praxishandbuch Robotic Process Automation (RPA), Springer Fachmedien Wiesbaden,
    Wiesbaden, 2022.'
date_created: 2022-12-05T12:46:56Z
date_updated: 2022-12-05T12:51:11Z
department:
- _id: '563'
doi: 10.1007/978-3-658-38379-4_8
language:
- iso: eng
place: Wiesbaden
publication: Praxishandbuch Robotic Process Automation (RPA)
publication_identifier:
  isbn:
  - '9783658383787'
  - '9783658383794'
publication_status: published
publisher: Springer Fachmedien Wiesbaden
status: public
title: Soziotechnische Herausforderungen bei der Einführung von RPA managen
type: book_chapter
user_id: '15782'
year: '2022'
...
---
_id: '34193'
author:
- first_name: Michael
  full_name: Bansmann, Michael
  last_name: Bansmann
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
- first_name: Christian
  full_name: Fechtelpeter, Christian
  last_name: Fechtelpeter
citation:
  ama: 'Bansmann M, Dumitrescu R, Fechtelpeter C. Transfer von Arbeit 4.0-Anwendungsszenarien.
    In: <i>Gestaltung Digitalisierter Arbeitswelten</i>. Springer Berlin Heidelberg;
    2022. doi:<a href="https://doi.org/10.1007/978-3-662-58014-1_3">10.1007/978-3-662-58014-1_3</a>'
  apa: Bansmann, M., Dumitrescu, R., &#38; Fechtelpeter, C. (2022). Transfer von Arbeit
    4.0-Anwendungsszenarien. In <i>Gestaltung digitalisierter Arbeitswelten</i>. Springer
    Berlin Heidelberg. <a href="https://doi.org/10.1007/978-3-662-58014-1_3">https://doi.org/10.1007/978-3-662-58014-1_3</a>
  bibtex: '@inbook{Bansmann_Dumitrescu_Fechtelpeter_2022, place={Berlin, Heidelberg},
    title={Transfer von Arbeit 4.0-Anwendungsszenarien}, DOI={<a href="https://doi.org/10.1007/978-3-662-58014-1_3">10.1007/978-3-662-58014-1_3</a>},
    booktitle={Gestaltung digitalisierter Arbeitswelten}, publisher={Springer Berlin
    Heidelberg}, author={Bansmann, Michael and Dumitrescu, Roman and Fechtelpeter,
    Christian}, year={2022} }'
  chicago: 'Bansmann, Michael, Roman Dumitrescu, and Christian Fechtelpeter. “Transfer
    von Arbeit 4.0-Anwendungsszenarien.” In <i>Gestaltung Digitalisierter Arbeitswelten</i>.
    Berlin, Heidelberg: Springer Berlin Heidelberg, 2022. <a href="https://doi.org/10.1007/978-3-662-58014-1_3">https://doi.org/10.1007/978-3-662-58014-1_3</a>.'
  ieee: 'M. Bansmann, R. Dumitrescu, and C. Fechtelpeter, “Transfer von Arbeit 4.0-Anwendungsszenarien,”
    in <i>Gestaltung digitalisierter Arbeitswelten</i>, Berlin, Heidelberg: Springer
    Berlin Heidelberg, 2022.'
  mla: Bansmann, Michael, et al. “Transfer von Arbeit 4.0-Anwendungsszenarien.” <i>Gestaltung
    Digitalisierter Arbeitswelten</i>, Springer Berlin Heidelberg, 2022, doi:<a href="https://doi.org/10.1007/978-3-662-58014-1_3">10.1007/978-3-662-58014-1_3</a>.
  short: 'M. Bansmann, R. Dumitrescu, C. Fechtelpeter, in: Gestaltung Digitalisierter
    Arbeitswelten, Springer Berlin Heidelberg, Berlin, Heidelberg, 2022.'
date_created: 2022-12-05T12:45:43Z
date_updated: 2022-12-05T12:51:19Z
department:
- _id: '563'
doi: 10.1007/978-3-662-58014-1_3
language:
- iso: eng
place: Berlin, Heidelberg
publication: Gestaltung digitalisierter Arbeitswelten
publication_identifier:
  isbn:
  - '9783662580134'
  - '9783662580141'
  issn:
  - 2523-3637
  - 2523-3645
publication_status: published
publisher: Springer Berlin Heidelberg
status: public
title: Transfer von Arbeit 4.0-Anwendungsszenarien
type: book_chapter
user_id: '15782'
year: '2022'
...
---
_id: '34194'
author:
- first_name: Jonathan
  full_name: Brock, Jonathan
  last_name: Brock
- first_name: Sebastian
  full_name: von Enzberg, Sebastian
  last_name: von Enzberg
- first_name: Arno
  full_name: Kühn, Arno
  last_name: Kühn
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  ama: 'Brock J, von Enzberg S, Kühn A, Dumitrescu R. Nutzung von Process Mining in
    RPA-Projekten. In: <i>Praxishandbuch Robotic Process Automation (RPA)</i>. Springer
    Fachmedien Wiesbaden; 2022. doi:<a href="https://doi.org/10.1007/978-3-658-38379-4_5">10.1007/978-3-658-38379-4_5</a>'
  apa: Brock, J., von Enzberg, S., Kühn, A., &#38; Dumitrescu, R. (2022). Nutzung
    von Process Mining in RPA-Projekten. In <i>Praxishandbuch Robotic Process Automation
    (RPA)</i>. Springer Fachmedien Wiesbaden. <a href="https://doi.org/10.1007/978-3-658-38379-4_5">https://doi.org/10.1007/978-3-658-38379-4_5</a>
  bibtex: '@inbook{Brock_von Enzberg_Kühn_Dumitrescu_2022, place={Wiesbaden}, title={Nutzung
    von Process Mining in RPA-Projekten}, DOI={<a href="https://doi.org/10.1007/978-3-658-38379-4_5">10.1007/978-3-658-38379-4_5</a>},
    booktitle={Praxishandbuch Robotic Process Automation (RPA)}, publisher={Springer
    Fachmedien Wiesbaden}, author={Brock, Jonathan and von Enzberg, Sebastian and
    Kühn, Arno and Dumitrescu, Roman}, year={2022} }'
  chicago: 'Brock, Jonathan, Sebastian von Enzberg, Arno Kühn, and Roman Dumitrescu.
    “Nutzung von Process Mining in RPA-Projekten.” In <i>Praxishandbuch Robotic Process
    Automation (RPA)</i>. Wiesbaden: Springer Fachmedien Wiesbaden, 2022. <a href="https://doi.org/10.1007/978-3-658-38379-4_5">https://doi.org/10.1007/978-3-658-38379-4_5</a>.'
  ieee: 'J. Brock, S. von Enzberg, A. Kühn, and R. Dumitrescu, “Nutzung von Process
    Mining in RPA-Projekten,” in <i>Praxishandbuch Robotic Process Automation (RPA)</i>,
    Wiesbaden: Springer Fachmedien Wiesbaden, 2022.'
  mla: Brock, Jonathan, et al. “Nutzung von Process Mining in RPA-Projekten.” <i>Praxishandbuch
    Robotic Process Automation (RPA)</i>, Springer Fachmedien Wiesbaden, 2022, doi:<a
    href="https://doi.org/10.1007/978-3-658-38379-4_5">10.1007/978-3-658-38379-4_5</a>.
  short: 'J. Brock, S. von Enzberg, A. Kühn, R. Dumitrescu, in: Praxishandbuch Robotic
    Process Automation (RPA), Springer Fachmedien Wiesbaden, Wiesbaden, 2022.'
date_created: 2022-12-05T12:46:26Z
date_updated: 2022-12-05T12:51:14Z
department:
- _id: '563'
doi: 10.1007/978-3-658-38379-4_5
language:
- iso: eng
place: Wiesbaden
publication: Praxishandbuch Robotic Process Automation (RPA)
publication_identifier:
  isbn:
  - '9783658383787'
  - '9783658383794'
publication_status: published
publisher: Springer Fachmedien Wiesbaden
status: public
title: Nutzung von Process Mining in RPA-Projekten
type: book_chapter
user_id: '15782'
year: '2022'
...
---
_id: '34292'
author:
- first_name: Dennis
  full_name: Wolters, Dennis
  id: '11308'
  last_name: Wolters
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
citation:
  ama: 'Wolters D, Engels G. Towards Situational Process Management for Professional
    Education Programmes. In: Taibi D, Kuhrmann M, Mikkonen T, Klünder J, Abrahamsson
    P, eds. <i>Product-Focused Software Process Improvement</i>. Vol 13709. Lecture
    Notes in Computer Science. Springer International Publishing; 2022:235-242. doi:<a
    href="https://doi.org/10.1007/978-3-031-21388-5_16">10.1007/978-3-031-21388-5_16</a>'
  apa: Wolters, D., &#38; Engels, G. (2022). Towards Situational Process Management
    for Professional Education Programmes. In D. Taibi, M. Kuhrmann, T. Mikkonen,
    J. Klünder, &#38; P. Abrahamsson (Eds.), <i>Product-Focused Software Process Improvement</i>
    (Vol. 13709, pp. 235–242). Springer International Publishing. <a href="https://doi.org/10.1007/978-3-031-21388-5_16">https://doi.org/10.1007/978-3-031-21388-5_16</a>
  bibtex: '@inbook{Wolters_Engels_2022, place={Cham}, series={Lecture Notes in Computer
    Science}, title={Towards Situational Process Management for Professional Education
    Programmes}, volume={13709}, DOI={<a href="https://doi.org/10.1007/978-3-031-21388-5_16">10.1007/978-3-031-21388-5_16</a>},
    booktitle={Product-Focused Software Process Improvement}, publisher={Springer
    International Publishing}, author={Wolters, Dennis and Engels, Gregor}, editor={Taibi,
    Davide and Kuhrmann, Marco and Mikkonen, Tommi and Klünder, Jil and Abrahamsson,
    Pekka}, year={2022}, pages={235–242}, collection={Lecture Notes in Computer Science}
    }'
  chicago: 'Wolters, Dennis, and Gregor Engels. “Towards Situational Process Management
    for Professional Education Programmes.” In <i>Product-Focused Software Process
    Improvement</i>, edited by Davide Taibi, Marco Kuhrmann, Tommi Mikkonen, Jil Klünder,
    and Pekka Abrahamsson, 13709:235–42. Lecture Notes in Computer Science. Cham:
    Springer International Publishing, 2022. <a href="https://doi.org/10.1007/978-3-031-21388-5_16">https://doi.org/10.1007/978-3-031-21388-5_16</a>.'
  ieee: 'D. Wolters and G. Engels, “Towards Situational Process Management for Professional
    Education Programmes,” in <i>Product-Focused Software Process Improvement</i>,
    vol. 13709, D. Taibi, M. Kuhrmann, T. Mikkonen, J. Klünder, and P. Abrahamsson,
    Eds. Cham: Springer International Publishing, 2022, pp. 235–242.'
  mla: Wolters, Dennis, and Gregor Engels. “Towards Situational Process Management
    for Professional Education Programmes.” <i>Product-Focused Software Process Improvement</i>,
    edited by Davide Taibi et al., vol. 13709, Springer International Publishing,
    2022, pp. 235–42, doi:<a href="https://doi.org/10.1007/978-3-031-21388-5_16">10.1007/978-3-031-21388-5_16</a>.
  short: 'D. Wolters, G. Engels, in: D. Taibi, M. Kuhrmann, T. Mikkonen, J. Klünder,
    P. Abrahamsson (Eds.), Product-Focused Software Process Improvement, Springer
    International Publishing, Cham, 2022, pp. 235–242.'
date_created: 2022-12-08T19:23:46Z
date_updated: 2022-12-17T19:00:40Z
department:
- _id: '66'
doi: 10.1007/978-3-031-21388-5_16
editor:
- first_name: Davide
  full_name: Taibi, Davide
  last_name: Taibi
- first_name: Marco
  full_name: Kuhrmann, Marco
  last_name: Kuhrmann
- first_name: Tommi
  full_name: Mikkonen, Tommi
  last_name: Mikkonen
- first_name: Jil
  full_name: Klünder, Jil
  last_name: Klünder
- first_name: Pekka
  full_name: Abrahamsson, Pekka
  last_name: Abrahamsson
intvolume: '     13709'
language:
- iso: eng
page: 235-242
place: Cham
publication: Product-Focused Software Process Improvement
publication_identifier:
  isbn:
  - '9783031213878'
  - '9783031213885'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
publisher: Springer International Publishing
series_title: Lecture Notes in Computer Science
status: public
title: Towards Situational Process Management for Professional Education Programmes
type: book_chapter
user_id: '11308'
volume: 13709
year: '2022'
...
---
_id: '29220'
abstract:
- lang: eng
  text: "Modern services often comprise several components, such as chained virtual
    network functions, microservices, or\r\nmachine learning functions. Providing
    such services requires to decide how often to instantiate each component, where
    to place these instances in the network, how to chain them and route traffic through
    them. \r\nTo overcome limitations of conventional, hardwired heuristics, deep
    reinforcement learning (DRL) approaches for self-learning network and service
    management have emerged recently. These model-free DRL approaches are more flexible
    but typically learn tabula rasa, i.e., disregard existing understanding of networks,
    services, and their coordination. \r\n\r\nInstead, we propose FutureCoord, a novel
    model-based AI approach that leverages existing understanding of networks and
    services for more efficient and effective coordination without time-intensive
    training. FutureCoord combines Monte Carlo Tree Search with a stochastic traffic
    model. This allows FutureCoord to estimate the impact of future incoming traffic
    and effectively optimize long-term effects, taking fluctuating demand and Quality
    of Service (QoS) requirements into account. Our extensive evaluation based on
    real-world network topologies, services, and traffic traces indicates that FutureCoord
    clearly outperforms state-of-the-art model-free and model-based approaches with
    up to 51% higher flow success ratios."
author:
- first_name: Stefan
  full_name: Werner, Stefan
  last_name: Werner
- first_name: Stefan Balthasar
  full_name: Schneider, Stefan Balthasar
  id: '35343'
  last_name: Schneider
  orcid: 0000-0001-8210-4011
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Werner S, Schneider SB, Karl H. Use What You Know: Network and Service Coordination
    Beyond Certainty. In: <i>IEEE/IFIP Network Operations and Management Symposium
    (NOMS)</i>. IEEE; 2022.'
  apa: 'Werner, S., Schneider, S. B., &#38; Karl, H. (2022). Use What You Know: Network
    and Service Coordination Beyond Certainty. <i>IEEE/IFIP Network Operations and
    Management Symposium (NOMS)</i>. IEEE/IFIP Network Operations and Management Symposium
    (NOMS), Budapest.'
  bibtex: '@inproceedings{Werner_Schneider_Karl_2022, title={Use What You Know: Network
    and Service Coordination Beyond Certainty}, booktitle={IEEE/IFIP Network Operations
    and Management Symposium (NOMS)}, publisher={IEEE}, author={Werner, Stefan and
    Schneider, Stefan Balthasar and Karl, Holger}, year={2022} }'
  chicago: 'Werner, Stefan, Stefan Balthasar Schneider, and Holger Karl. “Use What
    You Know: Network and Service Coordination Beyond Certainty.” In <i>IEEE/IFIP
    Network Operations and Management Symposium (NOMS)</i>. IEEE, 2022.'
  ieee: 'S. Werner, S. B. Schneider, and H. Karl, “Use What You Know: Network and
    Service Coordination Beyond Certainty,” presented at the IEEE/IFIP Network Operations
    and Management Symposium (NOMS), Budapest, 2022.'
  mla: 'Werner, Stefan, et al. “Use What You Know: Network and Service Coordination
    Beyond Certainty.” <i>IEEE/IFIP Network Operations and Management Symposium (NOMS)</i>,
    IEEE, 2022.'
  short: 'S. Werner, S.B. Schneider, H. Karl, in: IEEE/IFIP Network Operations and
    Management Symposium (NOMS), IEEE, 2022.'
conference:
  end_date: 2022-04-29
  location: Budapest
  name: IEEE/IFIP Network Operations and Management Symposium (NOMS)
  start_date: 2022-04-25
date_created: 2022-01-11T08:43:26Z
date_updated: 2022-01-11T08:44:04Z
ddc:
- '004'
department:
- _id: '75'
file:
- access_level: open_access
  content_type: application/pdf
  creator: stschn
  date_created: 2022-01-11T08:39:57Z
  date_updated: 2022-01-11T08:39:57Z
  file_id: '29222'
  file_name: author_version.pdf
  file_size: 528653
  relation: main_file
file_date_updated: 2022-01-11T08:39:57Z
has_accepted_license: '1'
keyword:
- network management
- service management
- AI
- Monte Carlo Tree Search
- model-based
- QoS
language:
- iso: eng
oa: '1'
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '16'
  name: 'SFB 901 - C4: SFB 901 - Subproject C4'
publication: IEEE/IFIP Network Operations and Management Symposium (NOMS)
publisher: IEEE
quality_controlled: '1'
status: public
title: 'Use What You Know: Network and Service Coordination Beyond Certainty'
type: conference
user_id: '35343'
year: '2022'
...
---
_id: '27776'
article_number: '121329'
author:
- first_name: Christian
  full_name: Koldewey, Christian
  id: '43136'
  last_name: Koldewey
  orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Anja
  full_name: Rasor, Anja
  id: '34415'
  last_name: Rasor
- first_name: Jannik
  full_name: Reinhold, Jannik
  id: '33669'
  last_name: Reinhold
- first_name: Jürgen
  full_name: Gausemeier, Jürgen
  id: '163'
  last_name: Gausemeier
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
- first_name: Nadia
  full_name: Chohan, Nadia
  last_name: Chohan
- first_name: Maximilian
  full_name: Frank, Maximilian
  id: '38255'
  last_name: Frank
citation:
  ama: Koldewey C, Rasor A, Reinhold J, et al. Aligning strategic position, behavior,
    and structure for smart service businesses in manufacturing. <i>Technological
    Forecasting and Social Change</i>. Published online 2022. doi:<a href="https://doi.org/10.1016/j.techfore.2021.121329">10.1016/j.techfore.2021.121329</a>
  apa: Koldewey, C., Rasor, A., Reinhold, J., Gausemeier, J., Dumitrescu, R., Chohan,
    N., &#38; Frank, M. (2022). Aligning strategic position, behavior, and structure
    for smart service businesses in manufacturing. <i>Technological Forecasting and
    Social Change</i>, Article 121329. <a href="https://doi.org/10.1016/j.techfore.2021.121329">https://doi.org/10.1016/j.techfore.2021.121329</a>
  bibtex: '@article{Koldewey_Rasor_Reinhold_Gausemeier_Dumitrescu_Chohan_Frank_2022,
    title={Aligning strategic position, behavior, and structure for smart service
    businesses in manufacturing}, DOI={<a href="https://doi.org/10.1016/j.techfore.2021.121329">10.1016/j.techfore.2021.121329</a>},
    number={121329}, journal={Technological Forecasting and Social Change}, publisher={Elsevier},
    author={Koldewey, Christian and Rasor, Anja and Reinhold, Jannik and Gausemeier,
    Jürgen and Dumitrescu, Roman and Chohan, Nadia and Frank, Maximilian}, year={2022}
    }'
  chicago: Koldewey, Christian, Anja Rasor, Jannik Reinhold, Jürgen Gausemeier, Roman
    Dumitrescu, Nadia Chohan, and Maximilian Frank. “Aligning Strategic Position,
    Behavior, and Structure for Smart Service Businesses in Manufacturing.” <i>Technological
    Forecasting and Social Change</i>, 2022. <a href="https://doi.org/10.1016/j.techfore.2021.121329">https://doi.org/10.1016/j.techfore.2021.121329</a>.
  ieee: 'C. Koldewey <i>et al.</i>, “Aligning strategic position, behavior, and structure
    for smart service businesses in manufacturing,” <i>Technological Forecasting and
    Social Change</i>, Art. no. 121329, 2022, doi: <a href="https://doi.org/10.1016/j.techfore.2021.121329">10.1016/j.techfore.2021.121329</a>.'
  mla: Koldewey, Christian, et al. “Aligning Strategic Position, Behavior, and Structure
    for Smart Service Businesses in Manufacturing.” <i>Technological Forecasting and
    Social Change</i>, 121329, Elsevier, 2022, doi:<a href="https://doi.org/10.1016/j.techfore.2021.121329">10.1016/j.techfore.2021.121329</a>.
  short: C. Koldewey, A. Rasor, J. Reinhold, J. Gausemeier, R. Dumitrescu, N. Chohan,
    M. Frank, Technological Forecasting and Social Change (2022).
date_created: 2021-11-24T09:52:18Z
date_updated: 2022-01-25T08:52:39Z
department:
- _id: '563'
doi: 10.1016/j.techfore.2021.121329
language:
- iso: eng
publication: Technological Forecasting and Social Change
publication_identifier:
  issn:
  - 0040-1625
publication_status: published
publisher: Elsevier
status: public
title: Aligning strategic position, behavior, and structure for smart service businesses
  in manufacturing
type: journal_article
user_id: '15782'
year: '2022'
...
---
_id: '29541'
author:
- first_name: Christian
  full_name: Lienen, Christian
  id: '60323'
  last_name: Lienen
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Lienen C, Platzner M. ReconROS Executor: Event-Driven Programming of FPGA-accelerated
    ROS 2 Applications. Published online 2022.'
  apa: 'Lienen, C., &#38; Platzner, M. (2022). <i>ReconROS Executor: Event-Driven
    Programming of FPGA-accelerated ROS 2 Applications</i>.'
  bibtex: '@article{Lienen_Platzner_2022, title={ReconROS Executor: Event-Driven Programming
    of FPGA-accelerated ROS 2 Applications}, author={Lienen, Christian and Platzner,
    Marco}, year={2022} }'
  chicago: 'Lienen, Christian, and Marco Platzner. “ReconROS Executor: Event-Driven
    Programming of FPGA-Accelerated ROS 2 Applications,” 2022.'
  ieee: 'C. Lienen and M. Platzner, “ReconROS Executor: Event-Driven Programming of
    FPGA-accelerated ROS 2 Applications.” 2022.'
  mla: 'Lienen, Christian, and Marco Platzner. <i>ReconROS Executor: Event-Driven
    Programming of FPGA-Accelerated ROS 2 Applications</i>. 2022.'
  short: C. Lienen, M. Platzner, (2022).
date_created: 2022-01-26T08:52:20Z
date_updated: 2022-01-28T08:30:16Z
department:
- _id: '78'
language:
- iso: eng
main_file_link:
- url: https://arxiv.org/abs/2201.07454
status: public
title: 'ReconROS Executor: Event-Driven Programming of FPGA-accelerated ROS 2 Applications'
type: preprint
user_id: '60323'
year: '2022'
...
---
_id: '29763'
abstract:
- lang: eng
  text: "Modern-day communication has become more and more digital. While this comes
    with many advantages such as a more efficient economy, it has also created more
    and more opportunities for various adversaries to manipulate communication or
    eavesdrop on it. The Snowden revelations in 2013 further highlighted the seriousness
    of these threats. To protect the communication of people, companies, and states
    from such threats, we require cryptography with strong security guarantees.\r\nDifferent
    applications may require different security properties from cryptographic schemes.
    For most applications, however, so-called adaptive security is considered a reasonable
    minimal requirement of security. Cryptographic schemes with adaptive security
    remain secure in the presence of an adversary that can corrupt communication partners
    to respond to messages of the adversaries choice, while the adversary may choose
    the messages based on previously observed interactions.\r\nWhile cryptography
    is associated the most with encryption, this is only one of many primitives that
    are essential for the security of digital interactions. This thesis presents novel
    identity-based encryption (IBE) schemes and verifiable random functions (VRFs)
    that achieve adaptive security as outlined above. Moreover, the cryptographic
    schemes presented in this thesis are proven secure in the standard model. That
    is without making use of idealized models like the random oracle model."
author:
- first_name: David
  full_name: Niehues, David
  id: '36113'
  last_name: Niehues
citation:
  ama: Niehues D. <i>More Efficient Techniques for Adaptively-Secure Cryptography</i>.;
    2022. doi:<a href="https://doi.org/10.25926/rdtq-jw45">10.25926/rdtq-jw45</a>
  apa: Niehues, D. (2022). <i>More Efficient Techniques for Adaptively-Secure Cryptography</i>.
    <a href="https://doi.org/10.25926/rdtq-jw45">https://doi.org/10.25926/rdtq-jw45</a>
  bibtex: '@book{Niehues_2022, title={More Efficient Techniques for Adaptively-Secure
    Cryptography}, DOI={<a href="https://doi.org/10.25926/rdtq-jw45">10.25926/rdtq-jw45</a>},
    author={Niehues, David}, year={2022} }'
  chicago: Niehues, David. <i>More Efficient Techniques for Adaptively-Secure Cryptography</i>,
    2022. <a href="https://doi.org/10.25926/rdtq-jw45">https://doi.org/10.25926/rdtq-jw45</a>.
  ieee: D. Niehues, <i>More Efficient Techniques for Adaptively-Secure Cryptography</i>.
    2022.
  mla: Niehues, David. <i>More Efficient Techniques for Adaptively-Secure Cryptography</i>.
    2022, doi:<a href="https://doi.org/10.25926/rdtq-jw45">10.25926/rdtq-jw45</a>.
  short: D. Niehues, More Efficient Techniques for Adaptively-Secure Cryptography,
    2022.
date_created: 2022-02-07T13:29:07Z
date_updated: 2022-02-07T13:32:28Z
ddc:
- '000'
department:
- _id: '558'
doi: 10.25926/rdtq-jw45
file:
- access_level: closed
  content_type: application/pdf
  creator: davnie
  date_created: 2022-02-07T13:26:05Z
  date_updated: 2022-02-07T13:26:05Z
  file_id: '29764'
  file_name: de2107.pdf
  file_size: 1542089
  relation: main_file
  success: 1
file_date_updated: 2022-02-07T13:26:05Z
has_accepted_license: '1'
keyword:
- public-key cryptography
- lattices
- pairings
- verifiable random functions
- identity-based encryption
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://elpub.bib.uni-wuppertal.de/servlets/DerivateServlet/Derivate-14686/de2107.pdf
oa: '1'
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '13'
  name: 'SFB 901 - C1: SFB 901 - Subproject C1'
publication_status: published
status: public
supervisor:
- first_name: Tibor
  full_name: Jager, Tibor
  id: '64669'
  last_name: Jager
- first_name: Anja
  full_name: Lehmann, Anja
  last_name: Lehmann
title: More Efficient Techniques for Adaptively-Secure Cryptography
type: dissertation
user_id: '36113'
year: '2022'
...
---
_id: '31068'
author:
- first_name: Mei-Hua
  full_name: Chen, Mei-Hua
  last_name: Chen
- first_name: Garima
  full_name: Mudgal, Garima
  last_name: Mudgal
- first_name: Wei-Fan
  full_name: Chen, Wei-Fan
  id: '82920'
  last_name: Chen
- first_name: Henning
  full_name: Wachsmuth, Henning
  id: '3900'
  last_name: Wachsmuth
citation:
  ama: 'Chen M-H, Mudgal G, Chen W-F, Wachsmuth H. Investigating the argumentation
    structures of EFL learners from diverse language backgrounds. In: <i>EUROCALL</i>.
    ; 2022.'
  apa: Chen, M.-H., Mudgal, G., Chen, W.-F., &#38; Wachsmuth, H. (2022). Investigating
    the argumentation structures of EFL learners from diverse language backgrounds.
    <i>EUROCALL</i>.
  bibtex: '@inproceedings{Chen_Mudgal_Chen_Wachsmuth_2022, title={Investigating the
    argumentation structures of EFL learners from diverse language backgrounds}, booktitle={EUROCALL},
    author={Chen, Mei-Hua and Mudgal, Garima and Chen, Wei-Fan and Wachsmuth, Henning},
    year={2022} }'
  chicago: Chen, Mei-Hua, Garima Mudgal, Wei-Fan Chen, and Henning Wachsmuth. “Investigating
    the Argumentation Structures of EFL Learners from Diverse Language Backgrounds.”
    In <i>EUROCALL</i>, 2022.
  ieee: M.-H. Chen, G. Mudgal, W.-F. Chen, and H. Wachsmuth, “Investigating the argumentation
    structures of EFL learners from diverse language backgrounds,” 2022.
  mla: Chen, Mei-Hua, et al. “Investigating the Argumentation Structures of EFL Learners
    from Diverse Language Backgrounds.” <i>EUROCALL</i>, 2022.
  short: 'M.-H. Chen, G. Mudgal, W.-F. Chen, H. Wachsmuth, in: EUROCALL, 2022.'
date_created: 2022-05-05T07:50:21Z
date_updated: 2022-05-09T14:58:39Z
department:
- _id: '600'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '9'
  name: 'SFB 901 - B1: SFB 901 - Subproject B1'
publication: EUROCALL
status: public
title: Investigating the argumentation structures of EFL learners from diverse language
  backgrounds
type: conference_abstract
user_id: '82920'
year: '2022'
...
---
_id: '31479'
author:
- first_name: Surender
  full_name: Baswana, Surender
  last_name: Baswana
- first_name: Shiv
  full_name: Gupta, Shiv
  last_name: Gupta
- first_name: Till
  full_name: Knollmann, Till
  id: '39241'
  last_name: Knollmann
  orcid: 0000-0003-2014-4696
citation:
  ama: Baswana S, Gupta S, Knollmann T. Mincut Sensitivity Data Structures for the
    Insertion of an Edge. <i>Algorithmica</i>. Published online 2022. doi:<a href="https://doi.org/10.1007/s00453-022-00978-0">10.1007/s00453-022-00978-0</a>
  apa: Baswana, S., Gupta, S., &#38; Knollmann, T. (2022). Mincut Sensitivity Data
    Structures for the Insertion of an Edge. <i>Algorithmica</i>. <a href="https://doi.org/10.1007/s00453-022-00978-0">https://doi.org/10.1007/s00453-022-00978-0</a>
  bibtex: '@article{Baswana_Gupta_Knollmann_2022, title={Mincut Sensitivity Data Structures
    for the Insertion of an Edge}, DOI={<a href="https://doi.org/10.1007/s00453-022-00978-0">10.1007/s00453-022-00978-0</a>},
    journal={Algorithmica}, publisher={Springer Science and Business Media LLC}, author={Baswana,
    Surender and Gupta, Shiv and Knollmann, Till}, year={2022} }'
  chicago: Baswana, Surender, Shiv Gupta, and Till Knollmann. “Mincut Sensitivity
    Data Structures for the Insertion of an Edge.” <i>Algorithmica</i>, 2022. <a href="https://doi.org/10.1007/s00453-022-00978-0">https://doi.org/10.1007/s00453-022-00978-0</a>.
  ieee: 'S. Baswana, S. Gupta, and T. Knollmann, “Mincut Sensitivity Data Structures
    for the Insertion of an Edge,” <i>Algorithmica</i>, 2022, doi: <a href="https://doi.org/10.1007/s00453-022-00978-0">10.1007/s00453-022-00978-0</a>.'
  mla: Baswana, Surender, et al. “Mincut Sensitivity Data Structures for the Insertion
    of an Edge.” <i>Algorithmica</i>, Springer Science and Business Media LLC, 2022,
    doi:<a href="https://doi.org/10.1007/s00453-022-00978-0">10.1007/s00453-022-00978-0</a>.
  short: S. Baswana, S. Gupta, T. Knollmann, Algorithmica (2022).
date_created: 2022-05-27T10:09:24Z
date_updated: 2022-05-27T10:14:27Z
department:
- _id: '63'
doi: 10.1007/s00453-022-00978-0
genbank:
- tillk
keyword:
- Applied Mathematics
- Computer Science Applications
- General Computer Science
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '2'
  name: 'SFB 901 - A: SFB 901 - Project Area A'
- _id: '5'
  name: 'SFB 901 - A1: SFB 901 - Subproject A1'
publication: Algorithmica
publication_identifier:
  issn:
  - 0178-4617
  - 1432-0541
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: Mincut Sensitivity Data Structures for the Insertion of an Edge
type: journal_article
user_id: '39241'
year: '2022'
...
---
_id: '32792'
abstract:
- lang: eng
  text: Decision makers in complex business environments have different goals and
    constraints and therefore require tailored decision support systems (DSS). Following
    a low-code approach, a tailored DSS can be created by a decision maker as a process-based
    composition of existing, interoperable decision support services. Data incompatibilities
    may be introduced during the design or execution of such a process-driven DSS,
    e.g., when a service always generates or a decision maker selects data which violates
    a data constraint of a subsequent service. These incompatibilities cause interrupted
    or erroneous decision processes. In this paper, we contribute an approach which
    enables the detection of data incompatibilities in process-driven DSS during process
    design and execution. Our approach utilizes the JSON Schema specification to define
    service interfaces and associated type constraints which data produced by services
    or decision makers can be validated against. We demonstrate our approach in the
    context of decision support for energy network planning using a prototypical open-source
    implementation.
author:
- first_name: Jonas
  full_name: Kirchhoff, Jonas
  id: '39928'
  last_name: Kirchhoff
- first_name: Sebastian
  full_name: Gottschalk, Sebastian
  id: '47208'
  last_name: Gottschalk
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
citation:
  ama: 'Kirchhoff J, Gottschalk S, Engels G. Detecting Data Incompatibilities in Process-Driven
    Decision Support Systems. In: <i>Lecture Notes in Business Information Processing</i>.
    Springer International Publishing; 2022. doi:<a href="https://doi.org/10.1007/978-3-031-11510-3_6">10.1007/978-3-031-11510-3_6</a>'
  apa: Kirchhoff, J., Gottschalk, S., &#38; Engels, G. (2022). Detecting Data Incompatibilities
    in Process-Driven Decision Support Systems. In <i>Lecture Notes in Business Information
    Processing</i>. Springer International Publishing. <a href="https://doi.org/10.1007/978-3-031-11510-3_6">https://doi.org/10.1007/978-3-031-11510-3_6</a>
  bibtex: '@inbook{Kirchhoff_Gottschalk_Engels_2022, place={Cham}, title={Detecting
    Data Incompatibilities in Process-Driven Decision Support Systems}, DOI={<a href="https://doi.org/10.1007/978-3-031-11510-3_6">10.1007/978-3-031-11510-3_6</a>},
    booktitle={Lecture Notes in Business Information Processing}, publisher={Springer
    International Publishing}, author={Kirchhoff, Jonas and Gottschalk, Sebastian
    and Engels, Gregor}, year={2022} }'
  chicago: 'Kirchhoff, Jonas, Sebastian Gottschalk, and Gregor Engels. “Detecting
    Data Incompatibilities in Process-Driven Decision Support Systems.” In <i>Lecture
    Notes in Business Information Processing</i>. Cham: Springer International Publishing,
    2022. <a href="https://doi.org/10.1007/978-3-031-11510-3_6">https://doi.org/10.1007/978-3-031-11510-3_6</a>.'
  ieee: 'J. Kirchhoff, S. Gottschalk, and G. Engels, “Detecting Data Incompatibilities
    in Process-Driven Decision Support Systems,” in <i>Lecture Notes in Business Information
    Processing</i>, Cham: Springer International Publishing, 2022.'
  mla: Kirchhoff, Jonas, et al. “Detecting Data Incompatibilities in Process-Driven
    Decision Support Systems.” <i>Lecture Notes in Business Information Processing</i>,
    Springer International Publishing, 2022, doi:<a href="https://doi.org/10.1007/978-3-031-11510-3_6">10.1007/978-3-031-11510-3_6</a>.
  short: 'J. Kirchhoff, S. Gottschalk, G. Engels, in: Lecture Notes in Business Information
    Processing, Springer International Publishing, Cham, 2022.'
date_created: 2022-08-10T13:18:30Z
date_updated: 2022-08-10T13:21:34Z
department:
- _id: '534'
- _id: '66'
doi: 10.1007/978-3-031-11510-3_6
language:
- iso: eng
place: Cham
publication: Lecture Notes in Business Information Processing
publication_identifier:
  isbn:
  - '9783031115097'
  - '9783031115103'
  issn:
  - 1865-1348
  - 1865-1356
publication_status: published
publisher: Springer International Publishing
status: public
title: Detecting Data Incompatibilities in Process-Driven Decision Support Systems
type: book_chapter
user_id: '39928'
year: '2022'
...
---
_id: '33033'
author:
- first_name: Lukas
  full_name: Fehring, Lukas
  id: '75695'
  last_name: Fehring
citation:
  ama: Fehring L. <i>Combined Ranking and Regression Trees for Algorithm Selection</i>.;
    2022.
  apa: Fehring, L. (2022). <i>Combined Ranking and Regression Trees for Algorithm
    Selection</i>.
  bibtex: '@book{Fehring_2022, place={Paderborn}, title={Combined Ranking and Regression
    Trees for Algorithm Selection}, author={Fehring, Lukas}, year={2022} }'
  chicago: Fehring, Lukas. <i>Combined Ranking and Regression Trees for Algorithm
    Selection</i>. Paderborn, 2022.
  ieee: L. Fehring, <i>Combined Ranking and Regression Trees for Algorithm Selection</i>.
    Paderborn, 2022.
  mla: Fehring, Lukas. <i>Combined Ranking and Regression Trees for Algorithm Selection</i>.
    2022.
  short: L. Fehring, Combined Ranking and Regression Trees for Algorithm Selection,
    Paderborn, 2022.
date_created: 2022-08-19T09:41:14Z
date_updated: 2022-08-20T07:02:04Z
ddc:
- '006'
department:
- _id: '34'
- _id: '7'
- _id: '26'
file:
- access_level: open_access
  content_type: application/pdf
  creator: ahetzer
  date_created: 2022-08-19T09:39:57Z
  date_updated: 2022-08-19T09:39:57Z
  file_id: '33034'
  file_name: Final Bachelor Thesis.pdf
  file_size: 24830795
  relation: main_file
file_date_updated: 2022-08-19T09:39:57Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
place: Paderborn
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '10'
  name: 'SFB 901 - B2: SFB 901 - Subproject B2'
status: public
title: Combined Ranking and Regression Trees for Algorithm Selection
type: bachelorsthesis
user_id: '38209'
year: '2022'
...
---
_id: '30867'
abstract:
- lang: eng
  text: "In online algorithm selection (OAS), instances of an algorithmic problem\r\nclass
    are presented to an agent one after another, and the agent has to quickly\r\nselect
    a presumably best algorithm from a fixed set of candidate algorithms.\r\nFor decision
    problems such as satisfiability (SAT), quality typically refers to\r\nthe algorithm's
    runtime. As the latter is known to exhibit a heavy-tail\r\ndistribution, an algorithm
    is normally stopped when exceeding a predefined\r\nupper time limit. As a consequence,
    machine learning methods used to optimize\r\nan algorithm selection strategy in
    a data-driven manner need to deal with\r\nright-censored samples, a problem that
    has received little attention in the\r\nliterature so far. In this work, we revisit
    multi-armed bandit algorithms for\r\nOAS and discuss their capability of dealing
    with the problem. Moreover, we\r\nadapt them towards runtime-oriented losses,
    allowing for partially censored\r\ndata while keeping a space- and time-complexity
    independent of the time\r\nhorizon. In an extensive experimental evaluation on
    an adapted version of the\r\nASlib benchmark, we demonstrate that theoretically
    well-founded methods based\r\non Thompson sampling perform specifically strong
    and improve in comparison to\r\nexisting methods."
author:
- first_name: Alexander
  full_name: Tornede, Alexander
  id: '38209'
  last_name: Tornede
- first_name: Viktor
  full_name: Bengs, Viktor
  id: '76599'
  last_name: Bengs
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Tornede A, Bengs V, Hüllermeier E. Machine Learning for Online Algorithm Selection
    under Censored Feedback. <i>Proceedings of the 36th AAAI Conference on Artificial
    Intelligence</i>. Published online 2022.
  apa: Tornede, A., Bengs, V., &#38; Hüllermeier, E. (2022). Machine Learning for
    Online Algorithm Selection under Censored Feedback. In <i>Proceedings of the 36th
    AAAI Conference on Artificial Intelligence</i>. AAAI.
  bibtex: '@article{Tornede_Bengs_Hüllermeier_2022, title={Machine Learning for Online
    Algorithm Selection under Censored Feedback}, journal={Proceedings of the 36th
    AAAI Conference on Artificial Intelligence}, publisher={AAAI}, author={Tornede,
    Alexander and Bengs, Viktor and Hüllermeier, Eyke}, year={2022} }'
  chicago: Tornede, Alexander, Viktor Bengs, and Eyke Hüllermeier. “Machine Learning
    for Online Algorithm Selection under Censored Feedback.” <i>Proceedings of the
    36th AAAI Conference on Artificial Intelligence</i>. AAAI, 2022.
  ieee: A. Tornede, V. Bengs, and E. Hüllermeier, “Machine Learning for Online Algorithm
    Selection under Censored Feedback,” <i>Proceedings of the 36th AAAI Conference
    on Artificial Intelligence</i>. AAAI, 2022.
  mla: Tornede, Alexander, et al. “Machine Learning for Online Algorithm Selection
    under Censored Feedback.” <i>Proceedings of the 36th AAAI Conference on Artificial
    Intelligence</i>, AAAI, 2022.
  short: A. Tornede, V. Bengs, E. Hüllermeier, Proceedings of the 36th AAAI Conference
    on Artificial Intelligence (2022).
date_created: 2022-04-12T11:58:56Z
date_updated: 2022-08-24T12:44:27Z
department:
- _id: '34'
- _id: '7'
- _id: '26'
external_id:
  arxiv:
  - '2109.06234'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '10'
  name: 'SFB 901 - B2: SFB 901 - Subproject B2'
publication: Proceedings of the 36th AAAI Conference on Artificial Intelligence
publisher: AAAI
status: public
title: Machine Learning for Online Algorithm Selection under Censored Feedback
type: preprint
user_id: '38209'
year: '2022'
...
---
_id: '30865'
abstract:
- lang: eng
  text: "The problem of selecting an algorithm that appears most suitable for a\r\nspecific
    instance of an algorithmic problem class, such as the Boolean\r\nsatisfiability
    problem, is called instance-specific algorithm selection. Over\r\nthe past decade,
    the problem has received considerable attention, resulting in\r\na number of different
    methods for algorithm selection. Although most of these\r\nmethods are based on
    machine learning, surprisingly little work has been done\r\non meta learning,
    that is, on taking advantage of the complementarity of\r\nexisting algorithm selection
    methods in order to combine them into a single\r\nsuperior algorithm selector.
    In this paper, we introduce the problem of meta\r\nalgorithm selection, which
    essentially asks for the best way to combine a given\r\nset of algorithm selectors.
    We present a general methodological framework for\r\nmeta algorithm selection
    as well as several concrete learning methods as\r\ninstantiations of this framework,
    essentially combining ideas of meta learning\r\nand ensemble learning. In an extensive
    experimental evaluation, we demonstrate\r\nthat ensembles of algorithm selectors
    can significantly outperform single\r\nalgorithm selectors and have the potential
    to form the new state of the art in\r\nalgorithm selection."
author:
- first_name: Alexander
  full_name: Tornede, Alexander
  id: '38209'
  last_name: Tornede
- first_name: Lukas
  full_name: Gehring, Lukas
  last_name: Gehring
- first_name: Tanja
  full_name: Tornede, Tanja
  id: '40795'
  last_name: Tornede
- first_name: Marcel Dominik
  full_name: Wever, Marcel Dominik
  id: '33176'
  last_name: Wever
  orcid: ' https://orcid.org/0000-0001-9782-6818'
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Tornede A, Gehring L, Tornede T, Wever MD, Hüllermeier E. Algorithm Selection
    on a Meta Level. <i>Machine Learning</i>. Published online 2022.
  apa: Tornede, A., Gehring, L., Tornede, T., Wever, M. D., &#38; Hüllermeier, E.
    (2022). Algorithm Selection on a Meta Level. In <i>Machine Learning</i>.
  bibtex: '@article{Tornede_Gehring_Tornede_Wever_Hüllermeier_2022, title={Algorithm
    Selection on a Meta Level}, journal={Machine Learning}, author={Tornede, Alexander
    and Gehring, Lukas and Tornede, Tanja and Wever, Marcel Dominik and Hüllermeier,
    Eyke}, year={2022} }'
  chicago: Tornede, Alexander, Lukas Gehring, Tanja Tornede, Marcel Dominik Wever,
    and Eyke Hüllermeier. “Algorithm Selection on a Meta Level.” <i>Machine Learning</i>,
    2022.
  ieee: A. Tornede, L. Gehring, T. Tornede, M. D. Wever, and E. Hüllermeier, “Algorithm
    Selection on a Meta Level,” <i>Machine Learning</i>. 2022.
  mla: Tornede, Alexander, et al. “Algorithm Selection on a Meta Level.” <i>Machine
    Learning</i>, 2022.
  short: A. Tornede, L. Gehring, T. Tornede, M.D. Wever, E. Hüllermeier, Machine Learning
    (2022).
date_created: 2022-04-12T11:55:18Z
date_updated: 2022-08-24T12:45:39Z
department:
- _id: '34'
- _id: '7'
- _id: '26'
external_id:
  arxiv:
  - '2107.09414'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '10'
  name: 'SFB 901 - B2: SFB 901 - Subproject B2'
publication: Machine Learning
status: public
title: Algorithm Selection on a Meta Level
type: preprint
user_id: '38209'
year: '2022'
...
