---
_id: '47261'
author:
- first_name: Julie M.
  full_name: Haney, Julie M.
  last_name: Haney
- first_name: Susanne M.
  full_name: Furman, Susanne M.
  last_name: Furman
- first_name: Yasemin
  full_name: Acar, Yasemin
  id: '94636'
  last_name: Acar
citation:
  ama: 'Haney JM, Furman SM, Acar Y. Smart Home Security and Privacy Mitigations:
    Consumer Perceptions, Practices, and Challenges. In: <i>HCI for Cybersecurity,
    Privacy and Trust</i>. Springer International Publishing; 2020. doi:<a href="https://doi.org/10.1007/978-3-030-50309-3_26">10.1007/978-3-030-50309-3_26</a>'
  apa: 'Haney, J. M., Furman, S. M., &#38; Acar, Y. (2020). Smart Home Security and
    Privacy Mitigations: Consumer Perceptions, Practices, and Challenges. In <i>HCI
    for Cybersecurity, Privacy and Trust</i>. Springer International Publishing. <a
    href="https://doi.org/10.1007/978-3-030-50309-3_26">https://doi.org/10.1007/978-3-030-50309-3_26</a>'
  bibtex: '@inbook{Haney_Furman_Acar_2020, place={Cham}, title={Smart Home Security
    and Privacy Mitigations: Consumer Perceptions, Practices, and Challenges}, DOI={<a
    href="https://doi.org/10.1007/978-3-030-50309-3_26">10.1007/978-3-030-50309-3_26</a>},
    booktitle={HCI for Cybersecurity, Privacy and Trust}, publisher={Springer International
    Publishing}, author={Haney, Julie M. and Furman, Susanne M. and Acar, Yasemin},
    year={2020} }'
  chicago: 'Haney, Julie M., Susanne M. Furman, and Yasemin Acar. “Smart Home Security
    and Privacy Mitigations: Consumer Perceptions, Practices, and Challenges.” In
    <i>HCI for Cybersecurity, Privacy and Trust</i>. Cham: Springer International
    Publishing, 2020. <a href="https://doi.org/10.1007/978-3-030-50309-3_26">https://doi.org/10.1007/978-3-030-50309-3_26</a>.'
  ieee: 'J. M. Haney, S. M. Furman, and Y. Acar, “Smart Home Security and Privacy
    Mitigations: Consumer Perceptions, Practices, and Challenges,” in <i>HCI for Cybersecurity,
    Privacy and Trust</i>, Cham: Springer International Publishing, 2020.'
  mla: 'Haney, Julie M., et al. “Smart Home Security and Privacy Mitigations: Consumer
    Perceptions, Practices, and Challenges.” <i>HCI for Cybersecurity, Privacy and
    Trust</i>, Springer International Publishing, 2020, doi:<a href="https://doi.org/10.1007/978-3-030-50309-3_26">10.1007/978-3-030-50309-3_26</a>.'
  short: 'J.M. Haney, S.M. Furman, Y. Acar, in: HCI for Cybersecurity, Privacy and
    Trust, Springer International Publishing, Cham, 2020.'
date_created: 2023-09-22T12:59:53Z
date_updated: 2024-06-05T13:04:23Z
department:
- _id: '34'
- _id: '858'
doi: 10.1007/978-3-030-50309-3_26
extern: '1'
language:
- iso: eng
place: Cham
publication: HCI for Cybersecurity, Privacy and Trust
publication_identifier:
  isbn:
  - '9783030503086'
  - '9783030503093'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
publisher: Springer International Publishing
status: public
title: 'Smart Home Security and Privacy Mitigations: Consumer Perceptions, Practices,
  and Challenges'
type: book_chapter
user_id: '14931'
year: '2020'
...
---
_id: '47260'
author:
- first_name: Dominik
  full_name: Wermke, Dominik
  last_name: Wermke
- first_name: Nicolas
  full_name: Huaman, Nicolas
  last_name: Huaman
- first_name: Christian
  full_name: Stransky, Christian
  last_name: Stransky
- first_name: Niklas
  full_name: Busch, Niklas
  last_name: Busch
- first_name: Yasemin
  full_name: Acar, Yasemin
  id: '94636'
  last_name: Acar
- first_name: Sascha
  full_name: Fahl, Sascha
  last_name: Fahl
citation:
  ama: 'Wermke D, Huaman N, Stransky C, Busch N, Acar Y, Fahl S. Cloudy with a Chance
    of Misconceptions: Exploring Users’ Perceptions and Expectations of Security and
    Privacy in Cloud Office Suites. In: Lipford HR, Chiasson S, eds. <i>Sixteenth
    Symposium on Usable Privacy and Security, SOUPS 2020, August 7-11, 2020</i>. USENIX
    Association; 2020:359–377.'
  apa: 'Wermke, D., Huaman, N., Stransky, C., Busch, N., Acar, Y., &#38; Fahl, S.
    (2020). Cloudy with a Chance of Misconceptions: Exploring Users’ Perceptions and
    Expectations of Security and Privacy in Cloud Office Suites. In H. R. Lipford
    &#38; S. Chiasson (Eds.), <i>Sixteenth Symposium on Usable Privacy and Security,
    SOUPS 2020, August 7-11, 2020</i> (pp. 359–377). USENIX Association.'
  bibtex: '@inproceedings{Wermke_Huaman_Stransky_Busch_Acar_Fahl_2020, title={Cloudy
    with a Chance of Misconceptions: Exploring Users’ Perceptions and Expectations
    of Security and Privacy in Cloud Office Suites}, booktitle={Sixteenth Symposium
    on Usable Privacy and Security, SOUPS 2020, August 7-11, 2020}, publisher={USENIX
    Association}, author={Wermke, Dominik and Huaman, Nicolas and Stransky, Christian
    and Busch, Niklas and Acar, Yasemin and Fahl, Sascha}, editor={Lipford, Heather
    Richter and Chiasson, Sonia}, year={2020}, pages={359–377} }'
  chicago: 'Wermke, Dominik, Nicolas Huaman, Christian Stransky, Niklas Busch, Yasemin
    Acar, and Sascha Fahl. “Cloudy with a Chance of Misconceptions: Exploring Users’
    Perceptions and Expectations of Security and Privacy in Cloud Office Suites.”
    In <i>Sixteenth Symposium on Usable Privacy and Security, SOUPS 2020, August 7-11,
    2020</i>, edited by Heather Richter Lipford and Sonia Chiasson, 359–377. USENIX
    Association, 2020.'
  ieee: 'D. Wermke, N. Huaman, C. Stransky, N. Busch, Y. Acar, and S. Fahl, “Cloudy
    with a Chance of Misconceptions: Exploring Users’ Perceptions and Expectations
    of Security and Privacy in Cloud Office Suites,” in <i>Sixteenth Symposium on
    Usable Privacy and Security, SOUPS 2020, August 7-11, 2020</i>, 2020, pp. 359–377.'
  mla: 'Wermke, Dominik, et al. “Cloudy with a Chance of Misconceptions: Exploring
    Users’ Perceptions and Expectations of Security and Privacy in Cloud Office Suites.”
    <i>Sixteenth Symposium on Usable Privacy and Security, SOUPS 2020, August 7-11,
    2020</i>, edited by Heather Richter Lipford and Sonia Chiasson, USENIX Association,
    2020, pp. 359–377.'
  short: 'D. Wermke, N. Huaman, C. Stransky, N. Busch, Y. Acar, S. Fahl, in: H.R.
    Lipford, S. Chiasson (Eds.), Sixteenth Symposium on Usable Privacy and Security,
    SOUPS 2020, August 7-11, 2020, USENIX Association, 2020, pp. 359–377.'
date_created: 2023-09-22T12:59:31Z
date_updated: 2024-06-05T13:04:48Z
department:
- _id: '34'
- _id: '858'
editor:
- first_name: Heather Richter
  full_name: Lipford, Heather Richter
  last_name: Lipford
- first_name: Sonia
  full_name: Chiasson, Sonia
  last_name: Chiasson
extern: '1'
language:
- iso: eng
page: 359–377
publication: Sixteenth Symposium on Usable Privacy and Security, SOUPS 2020, August
  7-11, 2020
publisher: USENIX Association
status: public
title: 'Cloudy with a Chance of Misconceptions: Exploring Users’ Perceptions and Expectations
  of Security and Privacy in Cloud Office Suites'
type: conference
user_id: '14931'
year: '2020'
...
---
_id: '47262'
author:
- first_name: Peter Leo
  full_name: Gorski, Peter Leo
  last_name: Gorski
- first_name: Yasemin
  full_name: Acar, Yasemin
  id: '94636'
  last_name: Acar
- first_name: Luigi
  full_name: Lo Iacono, Luigi
  last_name: Lo Iacono
- first_name: Sascha
  full_name: Fahl, Sascha
  last_name: Fahl
citation:
  ama: 'Gorski PL, Acar Y, Lo Iacono L, Fahl S. Listen to Developers! A Participatory
    Design Study on Security Warnings for Cryptographic APIs. In: <i>Proceedings of
    the 2020 CHI Conference on Human Factors in Computing Systems</i>. ACM; 2020.
    doi:<a href="https://doi.org/10.1145/3313831.3376142">10.1145/3313831.3376142</a>'
  apa: Gorski, P. L., Acar, Y., Lo Iacono, L., &#38; Fahl, S. (2020). Listen to Developers!
    A Participatory Design Study on Security Warnings for Cryptographic APIs. <i>Proceedings
    of the 2020 CHI Conference on Human Factors in Computing Systems</i>. <a href="https://doi.org/10.1145/3313831.3376142">https://doi.org/10.1145/3313831.3376142</a>
  bibtex: '@inproceedings{Gorski_Acar_Lo Iacono_Fahl_2020, title={Listen to Developers!
    A Participatory Design Study on Security Warnings for Cryptographic APIs}, DOI={<a
    href="https://doi.org/10.1145/3313831.3376142">10.1145/3313831.3376142</a>}, booktitle={Proceedings
    of the 2020 CHI Conference on Human Factors in Computing Systems}, publisher={ACM},
    author={Gorski, Peter Leo and Acar, Yasemin and Lo Iacono, Luigi and Fahl, Sascha},
    year={2020} }'
  chicago: Gorski, Peter Leo, Yasemin Acar, Luigi Lo Iacono, and Sascha Fahl. “Listen
    to Developers! A Participatory Design Study on Security Warnings for Cryptographic
    APIs.” In <i>Proceedings of the 2020 CHI Conference on Human Factors in Computing
    Systems</i>. ACM, 2020. <a href="https://doi.org/10.1145/3313831.3376142">https://doi.org/10.1145/3313831.3376142</a>.
  ieee: 'P. L. Gorski, Y. Acar, L. Lo Iacono, and S. Fahl, “Listen to Developers!
    A Participatory Design Study on Security Warnings for Cryptographic APIs,” 2020,
    doi: <a href="https://doi.org/10.1145/3313831.3376142">10.1145/3313831.3376142</a>.'
  mla: Gorski, Peter Leo, et al. “Listen to Developers! A Participatory Design Study
    on Security Warnings for Cryptographic APIs.” <i>Proceedings of the 2020 CHI Conference
    on Human Factors in Computing Systems</i>, ACM, 2020, doi:<a href="https://doi.org/10.1145/3313831.3376142">10.1145/3313831.3376142</a>.
  short: 'P.L. Gorski, Y. Acar, L. Lo Iacono, S. Fahl, in: Proceedings of the 2020
    CHI Conference on Human Factors in Computing Systems, ACM, 2020.'
date_created: 2023-09-22T13:00:15Z
date_updated: 2024-06-05T13:05:10Z
department:
- _id: '34'
- _id: '858'
doi: 10.1145/3313831.3376142
extern: '1'
language:
- iso: eng
publication: Proceedings of the 2020 CHI Conference on Human Factors in Computing
  Systems
publication_status: published
publisher: ACM
status: public
title: Listen to Developers! A Participatory Design Study on Security Warnings for
  Cryptographic APIs
type: conference
user_id: '14931'
year: '2020'
...
---
_id: '47879'
author:
- first_name: Julie
  full_name: Haney, Julie
  last_name: Haney
- first_name: Susanne
  full_name: Furman, Susanne
  last_name: Furman
- first_name: Yasemin
  full_name: Acar, Yasemin
  id: '94636'
  last_name: Acar
citation:
  ama: 'Haney J, Furman S, Acar Y. Smart Home Security and Privacy Mitigations: Consumer
    Perceptions, Practices, and Challenges. In: International Conference on Human-Computer
    Interaction, Copenhagen, -1; 2020.'
  apa: 'Haney, J., Furman, S., &#38; Acar, Y. (2020). <i>Smart Home Security and Privacy
    Mitigations: Consumer Perceptions, Practices, and Challenges</i>.'
  bibtex: '@inproceedings{Haney_Furman_Acar_2020, title={Smart Home Security and Privacy
    Mitigations: Consumer Perceptions, Practices, and Challenges}, publisher={International
    Conference on Human-Computer Interaction, Copenhagen, -1}, author={Haney, Julie
    and Furman, Susanne and Acar, Yasemin}, year={2020} }'
  chicago: 'Haney, Julie, Susanne Furman, and Yasemin Acar. “Smart Home Security and
    Privacy Mitigations: Consumer Perceptions, Practices, and Challenges.” International
    Conference on Human-Computer Interaction, Copenhagen, -1, 2020.'
  ieee: 'J. Haney, S. Furman, and Y. Acar, “Smart Home Security and Privacy Mitigations:
    Consumer Perceptions, Practices, and Challenges,” 2020.'
  mla: 'Haney, Julie, et al. <i>Smart Home Security and Privacy Mitigations: Consumer
    Perceptions, Practices, and Challenges</i>. International Conference on Human-Computer
    Interaction, Copenhagen, -1, 2020.'
  short: 'J. Haney, S. Furman, Y. Acar, in: International Conference on Human-Computer
    Interaction, Copenhagen, -1, 2020.'
date_created: 2023-10-09T13:20:44Z
date_updated: 2024-06-05T13:04:04Z
department:
- _id: '34'
- _id: '858'
extern: '1'
language:
- iso: eng
publisher: International Conference on Human-Computer Interaction, Copenhagen, -1
status: public
title: 'Smart Home Security and Privacy Mitigations: Consumer Perceptions, Practices,
  and Challenges'
type: conference
user_id: '14931'
year: '2020'
...
---
_id: '46331'
abstract:
- lang: eng
  text: Artificial neural networks in general and deep learning networks in particular
    established themselves as popular and powerful machine learning algorithms. While
    the often tremendous sizes of these networks are beneficial when solving complex
    tasks, the tremendous number of parameters also causes such networks to be vulnerable
    to malicious behavior such as adversarial perturbations. These perturbations can
    change a model's classification decision. Moreover, while single-step adversaries
    can easily be transferred from network to network, the transfer of more powerful
    multi-step adversaries has - usually - been rather difficult.In this work, we
    introduce a method for generating strong adversaries that can easily (and frequently)
    be transferred between different models. This method is then used to generate
    a large set of adversaries, based on which the effects of selected defense methods
    are experimentally assessed. At last, we introduce a novel, simple, yet effective
    approach to enhance the resilience of neural networks against adversaries and
    benchmark it against established defense methods. In contrast to the already existing
    methods, our proposed defense approach is much more efficient as it only requires
    a single additional forward-pass to achieve comparable performance results.
author:
- first_name: Moritz
  full_name: Seiler, Moritz
  id: '105520'
  last_name: Seiler
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
citation:
  ama: 'Seiler M, Trautmann H, Kerschke P. Enhancing Resilience of Deep Learning Networks
    By Means of Transferable Adversaries. In: <i>Proceedings of the International
    Joint Conference on Neural Networks (IJCNN)</i>. ; 2020:1–8. doi:<a href="https://doi.org/10.1109/IJCNN48605.2020.9207338">10.1109/IJCNN48605.2020.9207338</a>'
  apa: Seiler, M., Trautmann, H., &#38; Kerschke, P. (2020). Enhancing Resilience
    of Deep Learning Networks By Means of Transferable Adversaries. <i>Proceedings
    of the International Joint Conference on Neural Networks (IJCNN)</i>, 1–8. <a
    href="https://doi.org/10.1109/IJCNN48605.2020.9207338">https://doi.org/10.1109/IJCNN48605.2020.9207338</a>
  bibtex: '@inproceedings{Seiler_Trautmann_Kerschke_2020, place={Glasgow, UK}, title={Enhancing
    Resilience of Deep Learning Networks By Means of Transferable Adversaries}, DOI={<a
    href="https://doi.org/10.1109/IJCNN48605.2020.9207338">10.1109/IJCNN48605.2020.9207338</a>},
    booktitle={Proceedings of the International Joint Conference on Neural Networks
    (IJCNN)}, author={Seiler, Moritz and Trautmann, Heike and Kerschke, Pascal}, year={2020},
    pages={1–8} }'
  chicago: Seiler, Moritz, Heike Trautmann, and Pascal Kerschke. “Enhancing Resilience
    of Deep Learning Networks By Means of Transferable Adversaries.” In <i>Proceedings
    of the International Joint Conference on Neural Networks (IJCNN)</i>, 1–8. Glasgow,
    UK, 2020. <a href="https://doi.org/10.1109/IJCNN48605.2020.9207338">https://doi.org/10.1109/IJCNN48605.2020.9207338</a>.
  ieee: 'M. Seiler, H. Trautmann, and P. Kerschke, “Enhancing Resilience of Deep Learning
    Networks By Means of Transferable Adversaries,” in <i>Proceedings of the International
    Joint Conference on Neural Networks (IJCNN)</i>, 2020, pp. 1–8, doi: <a href="https://doi.org/10.1109/IJCNN48605.2020.9207338">10.1109/IJCNN48605.2020.9207338</a>.'
  mla: Seiler, Moritz, et al. “Enhancing Resilience of Deep Learning Networks By Means
    of Transferable Adversaries.” <i>Proceedings of the International Joint Conference
    on Neural Networks (IJCNN)</i>, 2020, pp. 1–8, doi:<a href="https://doi.org/10.1109/IJCNN48605.2020.9207338">10.1109/IJCNN48605.2020.9207338</a>.
  short: 'M. Seiler, H. Trautmann, P. Kerschke, in: Proceedings of the International
    Joint Conference on Neural Networks (IJCNN), Glasgow, UK, 2020, pp. 1–8.'
date_created: 2023-08-04T07:39:48Z
date_updated: 2024-06-07T07:11:53Z
department:
- _id: '34'
- _id: '819'
doi: 10.1109/IJCNN48605.2020.9207338
language:
- iso: eng
page: 1–8
place: Glasgow, UK
publication: Proceedings of the International Joint Conference on Neural Networks
  (IJCNN)
status: public
title: Enhancing Resilience of Deep Learning Networks By Means of Transferable Adversaries
type: conference
user_id: '15504'
year: '2020'
...
---
_id: '46330'
abstract:
- lang: eng
  text: 'In this work we focus on the well-known Euclidean Traveling Salesperson Problem
    (TSP) and two highly competitive inexact heuristic TSP solvers, EAX and LKH, in
    the context of per-instance algorithm selection (AS). We evolve instances with
    1000 nodes where the solvers show strongly different performance profiles. These
    instances serve as a basis for an exploratory study on the identification of well-discriminating
    problem characteristics (features). Our results in a nutshell: we show that even
    though (1) promising features exist, (2) these are in line with previous results
    from the literature, and (3) models trained with these features are more accurate
    than models adopting sophisticated feature selection methods, the advantage is
    not close to the virtual best solver in terms of penalized average runtime and
    so is the performance gain over the single best solver. However, we show that
    a feature-free deep neural network based approach solely based on visual representation
    of the instances already matches classical AS model results and thus shows huge
    potential for future studies.'
author:
- first_name: Moritz
  full_name: Seiler, Moritz
  id: '105520'
  last_name: Seiler
- first_name: Janina
  full_name: Pohl, Janina
  last_name: Pohl
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Seiler M, Pohl J, Bossek J, Kerschke P, Trautmann H. Deep Learning as a Competitive
    Feature-Free Approach for Automated Algorithm Selection on the Traveling Salesperson
    Problem. In: Bäck T, Preuss M, Deutz A, et al., eds. <i>Proceedings of the 16$^th$
    International Conference on Parallel Problem Solving from Nature (PPSN XVI)</i>.
    ; 2020:48–64. doi:<a href="https://doi.org/10.1007/978-3-030-58112-1_4">10.1007/978-3-030-58112-1_4</a>'
  apa: Seiler, M., Pohl, J., Bossek, J., Kerschke, P., &#38; Trautmann, H. (2020).
    Deep Learning as a Competitive Feature-Free Approach for Automated Algorithm Selection
    on the Traveling Salesperson Problem. In T. Bäck, M. Preuss, A. Deutz, H. Wang,
    C. Doerr, M. Emmerich, &#38; H. Trautmann (Eds.), <i>Proceedings of the 16$^th$
    International Conference on Parallel Problem Solving from Nature (PPSN XVI)</i>
    (pp. 48–64). <a href="https://doi.org/10.1007/978-3-030-58112-1_4">https://doi.org/10.1007/978-3-030-58112-1_4</a>
  bibtex: '@inproceedings{Seiler_Pohl_Bossek_Kerschke_Trautmann_2020, place={Leiden,
    The Netherlands}, title={Deep Learning as a Competitive Feature-Free Approach
    for Automated Algorithm Selection on the Traveling Salesperson Problem}, DOI={<a
    href="https://doi.org/10.1007/978-3-030-58112-1_4">10.1007/978-3-030-58112-1_4</a>},
    booktitle={Proceedings of the 16$^th$ International Conference on Parallel Problem
    Solving from Nature (PPSN XVI)}, author={Seiler, Moritz and Pohl, Janina and Bossek,
    Jakob and Kerschke, Pascal and Trautmann, Heike}, editor={Bäck, Thomas and Preuss,
    Mike and Deutz, André and Wang, Hao and Doerr, Carola and Emmerich, Michael and
    Trautmann, Heike}, year={2020}, pages={48–64} }'
  chicago: Seiler, Moritz, Janina Pohl, Jakob Bossek, Pascal Kerschke, and Heike Trautmann.
    “Deep Learning as a Competitive Feature-Free Approach for Automated Algorithm
    Selection on the Traveling Salesperson Problem.” In <i>Proceedings of the 16$^th$
    International Conference on Parallel Problem Solving from Nature (PPSN XVI)</i>,
    edited by Thomas Bäck, Mike Preuss, André Deutz, Hao Wang, Carola Doerr, Michael
    Emmerich, and Heike Trautmann, 48–64. Leiden, The Netherlands, 2020. <a href="https://doi.org/10.1007/978-3-030-58112-1_4">https://doi.org/10.1007/978-3-030-58112-1_4</a>.
  ieee: 'M. Seiler, J. Pohl, J. Bossek, P. Kerschke, and H. Trautmann, “Deep Learning
    as a Competitive Feature-Free Approach for Automated Algorithm Selection on the
    Traveling Salesperson Problem,” in <i>Proceedings of the 16$^th$ International
    Conference on Parallel Problem Solving from Nature (PPSN XVI)</i>, 2020, pp. 48–64,
    doi: <a href="https://doi.org/10.1007/978-3-030-58112-1_4">10.1007/978-3-030-58112-1_4</a>.'
  mla: Seiler, Moritz, et al. “Deep Learning as a Competitive Feature-Free Approach
    for Automated Algorithm Selection on the Traveling Salesperson Problem.” <i>Proceedings
    of the 16$^th$ International Conference on Parallel Problem Solving from Nature
    (PPSN XVI)</i>, edited by Thomas Bäck et al., 2020, pp. 48–64, doi:<a href="https://doi.org/10.1007/978-3-030-58112-1_4">10.1007/978-3-030-58112-1_4</a>.
  short: 'M. Seiler, J. Pohl, J. Bossek, P. Kerschke, H. Trautmann, in: T. Bäck, M.
    Preuss, A. Deutz, H. Wang, C. Doerr, M. Emmerich, H. Trautmann (Eds.), Proceedings
    of the 16$^th$ International Conference on Parallel Problem Solving from Nature
    (PPSN XVI), Leiden, The Netherlands, 2020, pp. 48–64.'
date_created: 2023-08-04T07:39:05Z
date_updated: 2024-06-10T11:57:13Z
department:
- _id: '34'
- _id: '819'
doi: 10.1007/978-3-030-58112-1_4
editor:
- first_name: Thomas
  full_name: Bäck, Thomas
  last_name: Bäck
- first_name: Mike
  full_name: Preuss, Mike
  last_name: Preuss
- first_name: André
  full_name: Deutz, André
  last_name: Deutz
- first_name: Hao
  full_name: Wang, Hao
  last_name: Wang
- first_name: Carola
  full_name: Doerr, Carola
  last_name: Doerr
- first_name: Michael
  full_name: Emmerich, Michael
  last_name: Emmerich
- first_name: Heike
  full_name: Trautmann, Heike
  last_name: Trautmann
language:
- iso: eng
page: 48–64
place: Leiden, The Netherlands
publication: Proceedings of the 16$^th$ International Conference on Parallel Problem
  Solving from Nature (PPSN XVI)
status: public
title: Deep Learning as a Competitive Feature-Free Approach for Automated Algorithm
  Selection on the Traveling Salesperson Problem
type: conference
user_id: '15504'
year: '2020'
...
---
_id: '46334'
abstract:
- lang: eng
  text: We build upon a recently proposed multi-objective view onto performance measurement
    of single-objective stochastic solvers. The trade-off between the fraction of
    failed runs and the mean runtime of successful runs – both to be minimized – is
    directly analyzed based on a study on algorithm selection of inexact state-of-the-art
    solvers for the famous Traveling Salesperson Problem (TSP). Moreover, we adopt
    the hypervolume indicator (HV) commonly used in multi-objective optimization for
    simultaneously assessing both conflicting objectives and investigate relations
    to commonly used performance indicators, both theoretically and empirically. Next
    to Penalized Average Runtime (PAR) and Penalized Quantile Runtime (PQR), the HV
    measure is used as a core concept within the construction of per-instance algorithm
    selection models offering interesting insights into complementary behavior of
    inexact TSP solvers.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: Bossek J, Kerschke P, Trautmann H. A multi-objective perspective on performance
    assessment and automated selection of single-objective optimization algorithms.
    <i>Applied Soft Computing</i>. 2020;88:105901. doi:<a href="https://doi.org/10.1016/j.asoc.2019.105901">https://doi.org/10.1016/j.asoc.2019.105901</a>
  apa: Bossek, J., Kerschke, P., &#38; Trautmann, H. (2020). A multi-objective perspective
    on performance assessment and automated selection of single-objective optimization
    algorithms. <i>Applied Soft Computing</i>, <i>88</i>, 105901. <a href="https://doi.org/10.1016/j.asoc.2019.105901">https://doi.org/10.1016/j.asoc.2019.105901</a>
  bibtex: '@article{Bossek_Kerschke_Trautmann_2020, title={A multi-objective perspective
    on performance assessment and automated selection of single-objective optimization
    algorithms}, volume={88}, DOI={<a href="https://doi.org/10.1016/j.asoc.2019.105901">https://doi.org/10.1016/j.asoc.2019.105901</a>},
    journal={Applied Soft Computing}, author={Bossek, Jakob and Kerschke, Pascal and
    Trautmann, Heike}, year={2020}, pages={105901} }'
  chicago: 'Bossek, Jakob, Pascal Kerschke, and Heike Trautmann. “A Multi-Objective
    Perspective on Performance Assessment and Automated Selection of Single-Objective
    Optimization Algorithms.” <i>Applied Soft Computing</i> 88 (2020): 105901. <a
    href="https://doi.org/10.1016/j.asoc.2019.105901">https://doi.org/10.1016/j.asoc.2019.105901</a>.'
  ieee: 'J. Bossek, P. Kerschke, and H. Trautmann, “A multi-objective perspective
    on performance assessment and automated selection of single-objective optimization
    algorithms,” <i>Applied Soft Computing</i>, vol. 88, p. 105901, 2020, doi: <a
    href="https://doi.org/10.1016/j.asoc.2019.105901">https://doi.org/10.1016/j.asoc.2019.105901</a>.'
  mla: Bossek, Jakob, et al. “A Multi-Objective Perspective on Performance Assessment
    and Automated Selection of Single-Objective Optimization Algorithms.” <i>Applied
    Soft Computing</i>, vol. 88, 2020, p. 105901, doi:<a href="https://doi.org/10.1016/j.asoc.2019.105901">https://doi.org/10.1016/j.asoc.2019.105901</a>.
  short: J. Bossek, P. Kerschke, H. Trautmann, Applied Soft Computing 88 (2020) 105901.
date_created: 2023-08-04T07:42:26Z
date_updated: 2024-06-10T12:00:46Z
department:
- _id: '34'
- _id: '819'
doi: https://doi.org/10.1016/j.asoc.2019.105901
intvolume: '        88'
keyword:
- Algorithm selection
- Multi-objective optimization
- Performance measurement
- Combinatorial optimization
- Traveling Salesperson Problem
language:
- iso: eng
page: '105901'
publication: Applied Soft Computing
publication_identifier:
  issn:
  - 1568-4946
status: public
title: A multi-objective perspective on performance assessment and automated selection
  of single-objective optimization algorithms
type: journal_article
user_id: '15504'
volume: 88
year: '2020'
...
---
_id: '46322'
abstract:
- lang: eng
  text: We consider a dynamic bi-objective vehicle routing problem, where a subset
    of customers ask for service over time. Therein, the distance traveled by a single
    vehicle and the number of unserved dynamic requests is minimized by a dynamic
    evolutionary multi-objective algorithm (DEMOA), which operates on discrete time
    windows (eras). A decision is made at each era by a decision-maker, thus any decision
    depends on irreversible decisions made in foregoing eras. To understand effects
    of sequences of decision-making and interactions/dependencies between decisions
    made, we conduct a series of experiments. More precisely, we fix a set of decision-maker
    preferences D and the number of eras n t and analyze all |D| nt combinations of
    decision-maker options. We find that for random uniform instances (a) the final
    selected solutions mainly depend on the final decision and not on the decision
    history, (b) solutions are quite robust with respect to the number of unvisited
    dynamic customers, and (c) solutions of the dynamic approach can even dominate
    solutions obtained by a clairvoyant EMOA. In contrast, for instances with clustered
    customers, we observe a strong dependency on decision-making history as well as
    more variance in solution diversity.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Christian
  full_name: Grimme, Christian
  last_name: Grimme
- first_name: Günter
  full_name: Rudolph, Günter
  last_name: Rudolph
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Bossek J, Grimme C, Rudolph G, Trautmann H. Towards Decision Support in Dynamic
    Bi-Objective Vehicle Routing. In: <i>Proceedings of the IEEE Congress on Evolutionary
    Computation (CEC)</i>. ; 2020:1–8. doi:<a href="https://doi.org/10.1109/CEC48606.2020.9185778">10.1109/CEC48606.2020.9185778</a>'
  apa: Bossek, J., Grimme, C., Rudolph, G., &#38; Trautmann, H. (2020). Towards Decision
    Support in Dynamic Bi-Objective Vehicle Routing. <i>Proceedings of the IEEE Congress
    on Evolutionary Computation (CEC)</i>, 1–8. <a href="https://doi.org/10.1109/CEC48606.2020.9185778">https://doi.org/10.1109/CEC48606.2020.9185778</a>
  bibtex: '@inproceedings{Bossek_Grimme_Rudolph_Trautmann_2020, place={Glasgow, UK},
    title={Towards Decision Support in Dynamic Bi-Objective Vehicle Routing}, DOI={<a
    href="https://doi.org/10.1109/CEC48606.2020.9185778">10.1109/CEC48606.2020.9185778</a>},
    booktitle={Proceedings of the IEEE Congress on Evolutionary Computation (CEC)},
    author={Bossek, Jakob and Grimme, Christian and Rudolph, Günter and Trautmann,
    Heike}, year={2020}, pages={1–8} }'
  chicago: Bossek, Jakob, Christian Grimme, Günter Rudolph, and Heike Trautmann. “Towards
    Decision Support in Dynamic Bi-Objective Vehicle Routing.” In <i>Proceedings of
    the IEEE Congress on Evolutionary Computation (CEC)</i>, 1–8. Glasgow, UK, 2020.
    <a href="https://doi.org/10.1109/CEC48606.2020.9185778">https://doi.org/10.1109/CEC48606.2020.9185778</a>.
  ieee: 'J. Bossek, C. Grimme, G. Rudolph, and H. Trautmann, “Towards Decision Support
    in Dynamic Bi-Objective Vehicle Routing,” in <i>Proceedings of the IEEE Congress
    on Evolutionary Computation (CEC)</i>, 2020, pp. 1–8, doi: <a href="https://doi.org/10.1109/CEC48606.2020.9185778">10.1109/CEC48606.2020.9185778</a>.'
  mla: Bossek, Jakob, et al. “Towards Decision Support in Dynamic Bi-Objective Vehicle
    Routing.” <i>Proceedings of the IEEE Congress on Evolutionary Computation (CEC)</i>,
    2020, pp. 1–8, doi:<a href="https://doi.org/10.1109/CEC48606.2020.9185778">10.1109/CEC48606.2020.9185778</a>.
  short: 'J. Bossek, C. Grimme, G. Rudolph, H. Trautmann, in: Proceedings of the IEEE
    Congress on Evolutionary Computation (CEC), Glasgow, UK, 2020, pp. 1–8.'
date_created: 2023-08-04T07:32:36Z
date_updated: 2024-06-10T12:02:05Z
department:
- _id: '34'
- _id: '819'
doi: 10.1109/CEC48606.2020.9185778
language:
- iso: eng
page: 1–8
place: Glasgow, UK
publication: Proceedings of the IEEE Congress on Evolutionary Computation (CEC)
status: public
title: Towards Decision Support in Dynamic Bi-Objective Vehicle Routing
type: conference
user_id: '15504'
year: '2020'
...
---
_id: '46324'
abstract:
- lang: eng
  text: The Traveling-Salesperson-Problem (TSP) is arguably one of the best-known
    NP-hard combinatorial optimization problems. The two sophisticated heuristic solvers
    LKH and EAX and respective (restart) variants manage to calculate close-to optimal
    or even optimal solutions, also for large instances with several thousand nodes
    in reasonable time. In this work we extend existing benchmarking studies by addressing
    anytime behaviour of inexact TSP solvers based on empirical runtime distributions
    leading to an increased understanding of solver behaviour and the respective relation
    to problem hardness. It turns out that performance ranking of solvers is highly
    dependent on the focused approximation quality. Insights on intersection points
    of performances offer huge potential for the construction of hybridized solvers
    depending on instance features. Moreover, instance features tailored to anytime
    performance and corresponding performance indicators will highly improve automated
    algorithm selection models by including comprehensive information on solver quality.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Bossek J, Kerschke P, Trautmann H. Anytime Behavior of Inexact TSP Solvers
    and Perspectives for Automated Algorithm Selection. In: <i>Proceedings of the
    IEEE Congress on Evolutionary Computation (CEC)</i>. IEEE; 2020:1–8.'
  apa: Bossek, J., Kerschke, P., &#38; Trautmann, H. (2020). Anytime Behavior of Inexact
    TSP Solvers and Perspectives for Automated Algorithm Selection. <i>Proceedings
    of the IEEE Congress on Evolutionary Computation (CEC)</i>, 1–8.
  bibtex: '@inproceedings{Bossek_Kerschke_Trautmann_2020, place={Glasgow, UK}, title={Anytime
    Behavior of Inexact TSP Solvers and Perspectives for Automated Algorithm Selection},
    booktitle={Proceedings of the IEEE Congress on Evolutionary Computation (CEC)},
    publisher={IEEE}, author={Bossek, Jakob and Kerschke, Pascal and Trautmann, Heike},
    year={2020}, pages={1–8} }'
  chicago: 'Bossek, Jakob, Pascal Kerschke, and Heike Trautmann. “Anytime Behavior
    of Inexact TSP Solvers and Perspectives for Automated Algorithm Selection.” In
    <i>Proceedings of the IEEE Congress on Evolutionary Computation (CEC)</i>, 1–8.
    Glasgow, UK: IEEE, 2020.'
  ieee: J. Bossek, P. Kerschke, and H. Trautmann, “Anytime Behavior of Inexact TSP
    Solvers and Perspectives for Automated Algorithm Selection,” in <i>Proceedings
    of the IEEE Congress on Evolutionary Computation (CEC)</i>, 2020, pp. 1–8.
  mla: Bossek, Jakob, et al. “Anytime Behavior of Inexact TSP Solvers and Perspectives
    for Automated Algorithm Selection.” <i>Proceedings of the IEEE Congress on Evolutionary
    Computation (CEC)</i>, IEEE, 2020, pp. 1–8.
  short: 'J. Bossek, P. Kerschke, H. Trautmann, in: Proceedings of the IEEE Congress
    on Evolutionary Computation (CEC), IEEE, Glasgow, UK, 2020, pp. 1–8.'
date_created: 2023-08-04T07:34:40Z
date_updated: 2024-06-10T12:01:46Z
department:
- _id: '34'
- _id: '819'
language:
- iso: eng
page: 1–8
place: Glasgow, UK
publication: Proceedings of the IEEE Congress on Evolutionary Computation (CEC)
publisher: IEEE
status: public
title: Anytime Behavior of Inexact TSP Solvers and Perspectives for Automated Algorithm
  Selection
type: conference
user_id: '15504'
year: '2020'
...
---
_id: '46323'
abstract:
- lang: eng
  text: In practice, e.g. in delivery and service scenarios, Vehicle-Routing-Problems
    (VRPs) often imply repeated decision making on dynamic customer requests. As in
    classical VRPs, tours have to be planned short while the number of serviced customers
    has to be maximized at the same time resulting in a multi-objective problem. Beyond
    that, however, dynamic requests lead to the need for re-planning of not yet realized
    tour parts, while already realized tour parts are irreversible. In this paper
    we study this type of bi-objective dynamic VRP including sequential decision making
    and concurrent realization of decisions. We adopt a recently proposed Dynamic
    Evolutionary Multi-Objective Algorithm (DEMOA) for a related VRP problem and extend
    it to the more realistic (here considered) scenario of multiple vehicles. We empirically
    show that our DEMOA is competitive with a multi-vehicle offline and clairvoyant
    variant of the proposed DEMOA as well as with the dynamic single-vehicle approach
    proposed earlier.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Christian
  full_name: Grimme, Christian
  last_name: Grimme
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Bossek J, Grimme C, Trautmann H. Dynamic Bi-Objective Routing of Multiple
    Vehicles. In: <i>Proceedings of the Genetic and Evolutionary Computation Conference
    (GECCO ’20)</i>. ACM; 2020:166–174.'
  apa: Bossek, J., Grimme, C., &#38; Trautmann, H. (2020). Dynamic Bi-Objective Routing
    of Multiple Vehicles. <i>Proceedings of the Genetic and Evolutionary Computation
    Conference (GECCO ’20)</i>, 166–174.
  bibtex: '@inproceedings{Bossek_Grimme_Trautmann_2020, place={Cancun, Mexico}, title={Dynamic
    Bi-Objective Routing of Multiple Vehicles}, booktitle={Proceedings of the Genetic
    and Evolutionary Computation Conference (GECCO ’20)}, publisher={ACM}, author={Bossek,
    Jakob and Grimme, Christian and Trautmann, Heike}, year={2020}, pages={166–174}
    }'
  chicago: 'Bossek, Jakob, Christian Grimme, and Heike Trautmann. “Dynamic Bi-Objective
    Routing of Multiple Vehicles.” In <i>Proceedings of the Genetic and Evolutionary
    Computation Conference (GECCO ’20)</i>, 166–174. Cancun, Mexico: ACM, 2020.'
  ieee: J. Bossek, C. Grimme, and H. Trautmann, “Dynamic Bi-Objective Routing of Multiple
    Vehicles,” in <i>Proceedings of the Genetic and Evolutionary Computation Conference
    (GECCO ’20)</i>, 2020, pp. 166–174.
  mla: Bossek, Jakob, et al. “Dynamic Bi-Objective Routing of Multiple Vehicles.”
    <i>Proceedings of the Genetic and Evolutionary Computation Conference (GECCO ’20)</i>,
    ACM, 2020, pp. 166–174.
  short: 'J. Bossek, C. Grimme, H. Trautmann, in: Proceedings of the Genetic and Evolutionary
    Computation Conference (GECCO ’20), ACM, Cancun, Mexico, 2020, pp. 166–174.'
date_created: 2023-08-04T07:33:30Z
date_updated: 2024-06-10T12:01:57Z
department:
- _id: '34'
- _id: '819'
language:
- iso: eng
page: 166–174
place: Cancun, Mexico
publication: Proceedings of the Genetic and Evolutionary Computation Conference (GECCO
  ’20)
publisher: ACM
status: public
title: Dynamic Bi-Objective Routing of Multiple Vehicles
type: conference
user_id: '15504'
year: '2020'
...
---
_id: '35814'
author:
- first_name: Rolf
  full_name: Biehler, Rolf
  id: '16274'
  last_name: Biehler
- first_name: Franz Yannik
  full_name: Fleischer, Franz Yannik
  id: '42660'
  last_name: Fleischer
  orcid: https://orcid.org/0000-0003-0318-0329
- first_name: Lea
  full_name: Budde, Lea
  last_name: Budde
- first_name: Daniel
  full_name: Frischemeier, Daniel
  last_name: Frischemeier
- first_name: Dietrich
  full_name: Gerstenberger, Dietrich
  last_name: Gerstenberger
- first_name: Susanne
  full_name: Podworny, Susanne
  id: '30619'
  last_name: Podworny
  orcid: 0000-0002-6313-5987
- first_name: Carsten
  full_name: Schulte, Carsten
  id: '60311'
  last_name: Schulte
citation:
  ama: 'Biehler R, Fleischer FY, Budde L, et al. Data science education in secondary
    schools: Teaching and learning decision trees with CODAP and Jupyter Notebooks
    as an example of integrating machine learning into statistics education. In: Arnold
    P, ed. <i>New Skills in the Changing World of Statistics Education Proceedings
    of the Roundtable Conference of the International Association for Statistical
    Education (IASE)</i>. ISI/IASE; 2020.'
  apa: 'Biehler, R., Fleischer, F. Y., Budde, L., Frischemeier, D., Gerstenberger,
    D., Podworny, S., &#38; Schulte, C. (2020). Data science education in secondary
    schools: Teaching and learning decision trees with CODAP and Jupyter Notebooks
    as an example of integrating machine learning into statistics education. In P.
    Arnold (Ed.), <i>New Skills in the Changing World of Statistics Education Proceedings
    of the Roundtable conference of the International Association for Statistical
    Education (IASE)</i>. ISI/IASE.'
  bibtex: '@inproceedings{Biehler_Fleischer_Budde_Frischemeier_Gerstenberger_Podworny_Schulte_2020,
    place={Voorborg, The Netherlands}, title={Data science education in secondary
    schools: Teaching and learning decision trees with CODAP and Jupyter Notebooks
    as an example of integrating machine learning into statistics education}, booktitle={New
    Skills in the Changing World of Statistics Education Proceedings of the Roundtable
    conference of the International Association for Statistical Education (IASE)},
    publisher={ISI/IASE}, author={Biehler, Rolf and Fleischer, Franz Yannik and Budde,
    Lea and Frischemeier, Daniel and Gerstenberger, Dietrich and Podworny, Susanne
    and Schulte, Carsten}, editor={Arnold, P.}, year={2020} }'
  chicago: 'Biehler, Rolf, Franz Yannik Fleischer, Lea Budde, Daniel Frischemeier,
    Dietrich Gerstenberger, Susanne Podworny, and Carsten Schulte. “Data Science Education
    in Secondary Schools: Teaching and Learning Decision Trees with CODAP and Jupyter
    Notebooks as an Example of Integrating Machine Learning into Statistics Education.”
    In <i>New Skills in the Changing World of Statistics Education Proceedings of
    the Roundtable Conference of the International Association for Statistical Education
    (IASE)</i>, edited by P. Arnold. Voorborg, The Netherlands: ISI/IASE, 2020.'
  ieee: 'R. Biehler <i>et al.</i>, “Data science education in secondary schools: Teaching
    and learning decision trees with CODAP and Jupyter Notebooks as an example of
    integrating machine learning into statistics education,” in <i>New Skills in the
    Changing World of Statistics Education Proceedings of the Roundtable conference
    of the International Association for Statistical Education (IASE)</i>, 2020.'
  mla: 'Biehler, Rolf, et al. “Data Science Education in Secondary Schools: Teaching
    and Learning Decision Trees with CODAP and Jupyter Notebooks as an Example of
    Integrating Machine Learning into Statistics Education.” <i>New Skills in the
    Changing World of Statistics Education Proceedings of the Roundtable Conference
    of the International Association for Statistical Education (IASE)</i>, edited
    by P. Arnold, ISI/IASE, 2020.'
  short: 'R. Biehler, F.Y. Fleischer, L. Budde, D. Frischemeier, D. Gerstenberger,
    S. Podworny, C. Schulte, in: P. Arnold (Ed.), New Skills in the Changing World
    of Statistics Education Proceedings of the Roundtable Conference of the International
    Association for Statistical Education (IASE), ISI/IASE, Voorborg, The Netherlands,
    2020.'
date_created: 2023-01-10T11:19:32Z
date_updated: 2024-08-21T10:03:31Z
department:
- _id: '363'
- _id: '67'
editor:
- first_name: P.
  full_name: Arnold, P.
  last_name: Arnold
language:
- iso: eng
place: Voorborg, The Netherlands
publication: New Skills in the Changing World of Statistics Education Proceedings
  of the Roundtable conference of the International Association for Statistical Education
  (IASE)
publisher: ISI/IASE
status: public
title: 'Data science education in secondary schools: Teaching and learning decision
  trees with CODAP and Jupyter Notebooks as an example of integrating machine learning
  into statistics education'
type: conference
user_id: '37888'
year: '2020'
...
---
_id: '37122'
author:
- first_name: Nadine
  full_name: Niewöhner, Nadine
  last_name: Niewöhner
- first_name: Laban
  full_name: Asmar, Laban
  last_name: Asmar
- first_name: Daniel
  full_name: Röltgen, Daniel
  last_name: Röltgen
- first_name: Arno
  full_name: Kühn, Arno
  last_name: Kühn
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
citation:
  ama: Niewöhner N, Asmar L, Röltgen D, Kühn A, Dumitrescu R. The impact of the 4th
    industrial revolution on the design fields of innovation management. <i>Procedia
    CIRP</i>. 2020;91:43-48. doi:<a href="https://doi.org/10.1016/j.procir.2020.02.149">10.1016/j.procir.2020.02.149</a>
  apa: Niewöhner, N., Asmar, L., Röltgen, D., Kühn, A., &#38; Dumitrescu, R. (2020).
    The impact of the 4th industrial revolution on the design fields of innovation
    management. <i>Procedia CIRP</i>, <i>91</i>, 43–48. <a href="https://doi.org/10.1016/j.procir.2020.02.149">https://doi.org/10.1016/j.procir.2020.02.149</a>
  bibtex: '@article{Niewöhner_Asmar_Röltgen_Kühn_Dumitrescu_2020, title={The impact
    of the 4th industrial revolution on the design fields of innovation management},
    volume={91}, DOI={<a href="https://doi.org/10.1016/j.procir.2020.02.149">10.1016/j.procir.2020.02.149</a>},
    journal={Procedia CIRP}, publisher={Elsevier BV}, author={Niewöhner, Nadine and
    Asmar, Laban and Röltgen, Daniel and Kühn, Arno and Dumitrescu, Roman}, year={2020},
    pages={43–48} }'
  chicago: 'Niewöhner, Nadine, Laban Asmar, Daniel Röltgen, Arno Kühn, and Roman Dumitrescu.
    “The Impact of the 4th Industrial Revolution on the Design Fields of Innovation
    Management.” <i>Procedia CIRP</i> 91 (2020): 43–48. <a href="https://doi.org/10.1016/j.procir.2020.02.149">https://doi.org/10.1016/j.procir.2020.02.149</a>.'
  ieee: 'N. Niewöhner, L. Asmar, D. Röltgen, A. Kühn, and R. Dumitrescu, “The impact
    of the 4th industrial revolution on the design fields of innovation management,”
    <i>Procedia CIRP</i>, vol. 91, pp. 43–48, 2020, doi: <a href="https://doi.org/10.1016/j.procir.2020.02.149">10.1016/j.procir.2020.02.149</a>.'
  mla: Niewöhner, Nadine, et al. “The Impact of the 4th Industrial Revolution on the
    Design Fields of Innovation Management.” <i>Procedia CIRP</i>, vol. 91, Elsevier
    BV, 2020, pp. 43–48, doi:<a href="https://doi.org/10.1016/j.procir.2020.02.149">10.1016/j.procir.2020.02.149</a>.
  short: N. Niewöhner, L. Asmar, D. Röltgen, A. Kühn, R. Dumitrescu, Procedia CIRP
    91 (2020) 43–48.
date_created: 2023-01-17T14:00:26Z
date_updated: 2023-01-17T14:01:36Z
department:
- _id: '563'
doi: 10.1016/j.procir.2020.02.149
intvolume: '        91'
keyword:
- General Medicine
language:
- iso: eng
page: 43-48
publication: Procedia CIRP
publication_identifier:
  issn:
  - 2212-8271
publication_status: published
publisher: Elsevier BV
status: public
title: The impact of the 4th industrial revolution on the design fields of innovation
  management
type: journal_article
user_id: '15782'
volume: 91
year: '2020'
...
---
_id: '37125'
author:
- first_name: Günther
  full_name: Schuh, Günther
  last_name: Schuh
- first_name: Reiner
  full_name: Anderl, Reiner
  last_name: Anderl
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
- first_name: Antonio
  full_name: Krüger, Antonio
  last_name: Krüger
- first_name: Michael
  full_name: ten Hompel, Michael
  last_name: ten Hompel
citation:
  ama: Schuh G, Anderl R, Dumitrescu R, Krüger A, ten Hompel M. <i>Der Industrie 4.0
    Maturity Index in der betrieblichen Anwendung. Aktuelle Herausforderungen, Fallbeispiele
    und Entwicklungstrends (acatech KOOPERATION)</i>.  acatech – Deutsche Akademie
    der Technikwissenschaften; 2020.
  apa: Schuh, G., Anderl, R., Dumitrescu, R., Krüger, A., &#38; ten Hompel, M. (2020).
    <i>Der Industrie 4.0 Maturity Index in der betrieblichen Anwendung. Aktuelle Herausforderungen,
    Fallbeispiele und Entwicklungstrends (acatech KOOPERATION)</i>.  acatech – Deutsche
    Akademie der Technikwissenschaften.
  bibtex: '@book{Schuh_Anderl_Dumitrescu_Krüger_ten Hompel_2020, place={München},
    title={Der Industrie 4.0 Maturity Index in der betrieblichen Anwendung. Aktuelle
    Herausforderungen, Fallbeispiele und Entwicklungstrends (acatech KOOPERATION)},
    publisher={ acatech – Deutsche Akademie der Technikwissenschaften}, author={Schuh,
    Günther and Anderl, Reiner and Dumitrescu, Roman and Krüger, Antonio and ten Hompel,
    Michael}, year={2020} }'
  chicago: 'Schuh, Günther, Reiner Anderl, Roman Dumitrescu, Antonio Krüger, and Michael
    ten Hompel. <i>Der Industrie 4.0 Maturity Index in der betrieblichen Anwendung.
    Aktuelle Herausforderungen, Fallbeispiele und Entwicklungstrends (acatech KOOPERATION)</i>.
    München:  acatech – Deutsche Akademie der Technikwissenschaften, 2020.'
  ieee: 'G. Schuh, R. Anderl, R. Dumitrescu, A. Krüger, and M. ten Hompel, <i>Der
    Industrie 4.0 Maturity Index in der betrieblichen Anwendung. Aktuelle Herausforderungen,
    Fallbeispiele und Entwicklungstrends (acatech KOOPERATION)</i>. München:  acatech
    – Deutsche Akademie der Technikwissenschaften, 2020.'
  mla: Schuh, Günther, et al. <i>Der Industrie 4.0 Maturity Index in der betrieblichen
    Anwendung. Aktuelle Herausforderungen, Fallbeispiele und Entwicklungstrends (acatech
    KOOPERATION)</i>.  acatech – Deutsche Akademie der Technikwissenschaften, 2020.
  short: G. Schuh, R. Anderl, R. Dumitrescu, A. Krüger, M. ten Hompel, Der Industrie
    4.0 Maturity Index in der betrieblichen Anwendung. Aktuelle Herausforderungen,
    Fallbeispiele und Entwicklungstrends (acatech KOOPERATION),  acatech – Deutsche
    Akademie der Technikwissenschaften, München, 2020.
date_created: 2023-01-17T14:08:57Z
date_updated: 2023-01-17T14:09:22Z
department:
- _id: '563'
language:
- iso: ger
place: München
publication_status: published
publisher: ' acatech – Deutsche Akademie der Technikwissenschaften'
status: public
title: Der Industrie 4.0 Maturity Index in der betrieblichen Anwendung. Aktuelle Herausforderungen,
  Fallbeispiele und Entwicklungstrends (acatech KOOPERATION)
type: book
user_id: '15782'
year: '2020'
...
---
_id: '16214'
author:
- first_name: Felix
  full_name: Pauck, Felix
  id: '22398'
  last_name: Pauck
- first_name: Eric
  full_name: Bodden, Eric
  id: '59256'
  last_name: Bodden
  orcid: 0000-0003-3470-3647
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
citation:
  ama: 'Pauck F, Bodden E, Wehrheim H. Reproducing Taint-Analysis Results with ReproDroid.
    In: Felderer M, Hasselbring W, Rabiser R, Jung R, eds. <i>Software Engineering
    2020, Fachtagung Des GI-Fachbereichs Softwaretechnik, 24.-28. Februar 2020, Innsbruck,
    Austria</i>. {LNI}. Gesellschaft f{\"{u}}r Informatik e.V.; 2020:123-124. doi:<a
    href="https://doi.org/10.18420/SE2020_36">10.18420/SE2020_36</a>'
  apa: Pauck, F., Bodden, E., &#38; Wehrheim, H. (2020). Reproducing Taint-Analysis
    Results with ReproDroid. In M. Felderer, W. Hasselbring, R. Rabiser, &#38; R.
    Jung (Eds.), <i>Software Engineering 2020, Fachtagung des GI-Fachbereichs Softwaretechnik,
    24.-28. Februar 2020, Innsbruck, Austria</i> (pp. 123–124). Gesellschaft f{\"{u}}r
    Informatik e.V. <a href="https://doi.org/10.18420/SE2020_36">https://doi.org/10.18420/SE2020_36</a>
  bibtex: '@inproceedings{Pauck_Bodden_Wehrheim_2020, series={{LNI}}, title={Reproducing
    Taint-Analysis Results with ReproDroid}, DOI={<a href="https://doi.org/10.18420/SE2020_36">10.18420/SE2020_36</a>},
    booktitle={Software Engineering 2020, Fachtagung des GI-Fachbereichs Softwaretechnik,
    24.-28. Februar 2020, Innsbruck, Austria}, publisher={Gesellschaft f{\"{u}}r Informatik
    e.V.}, author={Pauck, Felix and Bodden, Eric and Wehrheim, Heike}, editor={Felderer,
    Michael and Hasselbring, Wilhelm and Rabiser, Rick and Jung, Reiner}, year={2020},
    pages={123–124}, collection={{LNI}} }'
  chicago: Pauck, Felix, Eric Bodden, and Heike Wehrheim. “Reproducing Taint-Analysis
    Results with ReproDroid.” In <i>Software Engineering 2020, Fachtagung Des GI-Fachbereichs
    Softwaretechnik, 24.-28. Februar 2020, Innsbruck, Austria</i>, edited by Michael
    Felderer, Wilhelm Hasselbring, Rick Rabiser, and Reiner Jung, 123–24. {LNI}. Gesellschaft
    f{\"{u}}r Informatik e.V., 2020. <a href="https://doi.org/10.18420/SE2020_36">https://doi.org/10.18420/SE2020_36</a>.
  ieee: 'F. Pauck, E. Bodden, and H. Wehrheim, “Reproducing Taint-Analysis Results
    with ReproDroid,” in <i>Software Engineering 2020, Fachtagung des GI-Fachbereichs
    Softwaretechnik, 24.-28. Februar 2020, Innsbruck, Austria</i>, 2020, pp. 123–124,
    doi: <a href="https://doi.org/10.18420/SE2020_36">10.18420/SE2020_36</a>.'
  mla: Pauck, Felix, et al. “Reproducing Taint-Analysis Results with ReproDroid.”
    <i>Software Engineering 2020, Fachtagung Des GI-Fachbereichs Softwaretechnik,
    24.-28. Februar 2020, Innsbruck, Austria</i>, edited by Michael Felderer et al.,
    Gesellschaft f{\"{u}}r Informatik e.V., 2020, pp. 123–24, doi:<a href="https://doi.org/10.18420/SE2020_36">10.18420/SE2020_36</a>.
  short: 'F. Pauck, E. Bodden, H. Wehrheim, in: M. Felderer, W. Hasselbring, R. Rabiser,
    R. Jung (Eds.), Software Engineering 2020, Fachtagung Des GI-Fachbereichs Softwaretechnik,
    24.-28. Februar 2020, Innsbruck, Austria, Gesellschaft f{\"{u}}r Informatik e.V.,
    2020, pp. 123–124.'
date_created: 2020-03-03T08:10:33Z
date_updated: 2023-01-18T08:39:53Z
department:
- _id: '34'
- _id: '77'
doi: 10.18420/SE2020_36
editor:
- first_name: Michael
  full_name: Felderer, Michael
  last_name: Felderer
- first_name: Wilhelm
  full_name: Hasselbring, Wilhelm
  last_name: Hasselbring
- first_name: Rick
  full_name: Rabiser, Rick
  last_name: Rabiser
- first_name: Reiner
  full_name: Jung, Reiner
  last_name: Jung
language:
- iso: eng
page: 123-124
publication: Software Engineering 2020, Fachtagung des GI-Fachbereichs Softwaretechnik,
  24.-28. Februar 2020, Innsbruck, Austria
publication_status: published
publisher: Gesellschaft f{\"{u}}r Informatik e.V.
series_title: '{LNI}'
status: public
title: Reproducing Taint-Analysis Results with ReproDroid
type: conference
user_id: '22398'
year: '2020'
...
---
_id: '8426'
abstract:
- lang: eng
  text: "A central tenet of theoretical cryptography is the study of the minimal assumptions
    required to implement a given cryptographic primitive. One such primitive is the
    one-time memory (OTM), introduced by Goldwasser, Kalai, and Rothblum [CRYPTO 2008],
    which is a classical functionality modeled after a non-interactive 1-out-of-2
    oblivious transfer, and which is complete for one-time classical and quantum programs.
    It is known that secure OTMs do not exist in the standard model in both the classical
    and quantum settings. \r\n\r\nHere, we propose a scheme for using quantum information,
    together with the assumption of stateless (i.e., reusable) hardware tokens, to
    build statistically secure OTMs. Via the semidefinite programming-based quantum
    games framework of Gutoski and Watrous [STOC 2007], we prove security for a malicious
    receiver, against a linear number of adaptive queries to the token, in the quantum
    universal composability framework. We prove stand-alone security against a malicious
    sender, but leave open the question of composable security against a malicious
    sender, as well as security against a malicious receiver making a polynomial number
    of adaptive queries. Compared to alternative schemes derived from the literature
    on quantum money, our scheme is technologically simple since it is of the \"prepare-and
    measure\" type. We also show our scheme is \"tight\" according to two scenarios."
author:
- first_name: Anne
  full_name: Broadbent, Anne
  last_name: Broadbent
- first_name: Sevag
  full_name: Gharibian, Sevag
  id: '71541'
  last_name: Gharibian
  orcid: 0000-0002-9992-3379
- first_name: Hong-Sheng
  full_name: Zhou, Hong-Sheng
  last_name: Zhou
citation:
  ama: 'Broadbent A, Gharibian S, Zhou H-S. Towards Quantum One-Time Memories from
    Stateless Hardware. In: <i>Proceedings of the 15th Conference on the Theory of
    Quantum Computation, Communication and Cryptography (TQC)</i>. Vol 158. Leibniz
    International Proceedings in Informatics (LIPIcs); 2020:6:1-6:25.'
  apa: Broadbent, A., Gharibian, S., &#38; Zhou, H.-S. (2020). Towards Quantum One-Time
    Memories from Stateless Hardware. <i>Proceedings of the 15th Conference on the
    Theory of Quantum Computation, Communication and Cryptography (TQC)</i>, <i>158</i>,
    6:1-6:25.
  bibtex: '@inproceedings{Broadbent_Gharibian_Zhou_2020, title={Towards Quantum One-Time
    Memories from Stateless Hardware}, volume={158}, booktitle={Proceedings of the
    15th Conference on the Theory of Quantum Computation, Communication and Cryptography
    (TQC)}, publisher={Leibniz International Proceedings in Informatics (LIPIcs)},
    author={Broadbent, Anne and Gharibian, Sevag and Zhou, Hong-Sheng}, year={2020},
    pages={6:1-6:25} }'
  chicago: Broadbent, Anne, Sevag Gharibian, and Hong-Sheng Zhou. “Towards Quantum
    One-Time Memories from Stateless Hardware.” In <i>Proceedings of the 15th Conference
    on the Theory of Quantum Computation, Communication and Cryptography (TQC)</i>,
    158:6:1-6:25. Leibniz International Proceedings in Informatics (LIPIcs), 2020.
  ieee: A. Broadbent, S. Gharibian, and H.-S. Zhou, “Towards Quantum One-Time Memories
    from Stateless Hardware,” in <i>Proceedings of the 15th Conference on the Theory
    of Quantum Computation, Communication and Cryptography (TQC)</i>, 2020, vol. 158,
    p. 6:1-6:25.
  mla: Broadbent, Anne, et al. “Towards Quantum One-Time Memories from Stateless Hardware.”
    <i>Proceedings of the 15th Conference on the Theory of Quantum Computation, Communication
    and Cryptography (TQC)</i>, vol. 158, Leibniz International Proceedings in Informatics
    (LIPIcs), 2020, p. 6:1-6:25.
  short: 'A. Broadbent, S. Gharibian, H.-S. Zhou, in: Proceedings of the 15th Conference
    on the Theory of Quantum Computation, Communication and Cryptography (TQC), Leibniz
    International Proceedings in Informatics (LIPIcs), 2020, p. 6:1-6:25.'
date_created: 2019-03-06T14:37:09Z
date_updated: 2023-02-28T10:59:55Z
department:
- _id: '623'
- _id: '7'
external_id:
  arxiv:
  - '1810.05226'
intvolume: '       158'
language:
- iso: eng
main_file_link:
- url: https://arxiv.org/abs/1810.05226
page: 6:1-6:25
publication: Proceedings of the 15th Conference on the Theory of Quantum Computation,
  Communication and Cryptography (TQC)
publication_status: published
publisher: Leibniz International Proceedings in Informatics (LIPIcs)
status: public
title: Towards Quantum One-Time Memories from Stateless Hardware
type: conference
user_id: '71541'
volume: 158
year: '2020'
...
---
_id: '16927'
author:
- first_name: Sevag
  full_name: Gharibian, Sevag
  id: '71541'
  last_name: Gharibian
  orcid: 0000-0002-9992-3379
- first_name: Marco
  full_name: Aldi, Marco
  last_name: Aldi
- first_name: Niel
  full_name: de Beaudrap, Niel
  last_name: de Beaudrap
- first_name: Seyran
  full_name: Saeedi, Seyran
  last_name: Saeedi
citation:
  ama: Gharibian S, Aldi M, de Beaudrap N, Saeedi S. On efficiently solvable cases
    of Quantum k-SAT. <i>Communications in Mathematical Physics</i>. Published online
    2020.
  apa: Gharibian, S., Aldi, M., de Beaudrap, N., &#38; Saeedi, S. (2020). On efficiently
    solvable cases of Quantum k-SAT. <i>Communications in Mathematical Physics</i>.
  bibtex: '@article{Gharibian_Aldi_de Beaudrap_Saeedi_2020, title={On efficiently
    solvable cases of Quantum k-SAT}, journal={Communications in Mathematical Physics},
    author={Gharibian, Sevag and Aldi, Marco and de Beaudrap, Niel and Saeedi, Seyran},
    year={2020} }'
  chicago: Gharibian, Sevag, Marco Aldi, Niel de Beaudrap, and Seyran Saeedi. “On
    Efficiently Solvable Cases of Quantum K-SAT.” <i>Communications in Mathematical
    Physics</i>, 2020.
  ieee: S. Gharibian, M. Aldi, N. de Beaudrap, and S. Saeedi, “On efficiently solvable
    cases of Quantum k-SAT,” <i>Communications in Mathematical Physics</i>, 2020.
  mla: Gharibian, Sevag, et al. “On Efficiently Solvable Cases of Quantum K-SAT.”
    <i>Communications in Mathematical Physics</i>, 2020.
  short: S. Gharibian, M. Aldi, N. de Beaudrap, S. Saeedi, Communications in Mathematical
    Physics (2020).
date_created: 2020-04-30T07:12:00Z
date_updated: 2023-02-28T11:05:17Z
department:
- _id: '623'
- _id: '7'
external_id:
  arxiv:
  - '1712.09617'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1007/s00220-020-03843-9
oa: '1'
publication: Communications in Mathematical Physics
publication_status: published
status: public
title: On efficiently solvable cases of Quantum k-SAT
type: journal_article
user_id: '71541'
year: '2020'
...
---
_id: '45232'
author:
- first_name: N.
  full_name: N., N.
  last_name: N.
citation:
  ama: N. N. <i>A Framework for Measurable Value Propositions of Mobile Applications</i>.;
    2020.
  apa: N., N. (2020). <i>A Framework for Measurable Value Propositions of Mobile Applications</i>.
  bibtex: '@book{N._2020, title={A Framework for Measurable Value Propositions of
    Mobile Applications}, author={N., N.}, year={2020} }'
  chicago: N., N. <i>A Framework for Measurable Value Propositions of Mobile Applications</i>,
    2020.
  ieee: N. N., <i>A Framework for Measurable Value Propositions of Mobile Applications</i>.
    2020.
  mla: N., N. <i>A Framework for Measurable Value Propositions of Mobile Applications</i>.
    2020.
  short: N. N., A Framework for Measurable Value Propositions of Mobile Applications,
    2020.
date_created: 2023-05-23T13:03:24Z
date_updated: 2023-05-23T13:04:16Z
department:
- _id: '66'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '17'
  name: 'SFB 901 - C5: SFB 901 - Subproject C5'
status: public
supervisor:
- first_name: Simon
  full_name: Oberthür, Simon
  id: '383'
  last_name: Oberthür
- first_name: Sebastian
  full_name: Gottschalk, Sebastian
  id: '47208'
  last_name: Gottschalk
title: A Framework for Measurable Value Propositions of Mobile Applications
type: mastersthesis
user_id: '47208'
year: '2020'
...
---
_id: '45234'
author:
- first_name: N.
  full_name: N., N.
  last_name: N.
citation:
  ama: N. N. <i>Model-Based Product Configuration in Augmented Reality Applications</i>.;
    2020.
  apa: N., N. (2020). <i>Model-Based Product Configuration in Augmented Reality Applications</i>.
  bibtex: '@book{N._2020, title={Model-Based Product Configuration in Augmented Reality
    Applications}, author={N., N.}, year={2020} }'
  chicago: N., N. <i>Model-Based Product Configuration in Augmented Reality Applications</i>,
    2020.
  ieee: N. N., <i>Model-Based Product Configuration in Augmented Reality Applications</i>.
    2020.
  mla: N., N. <i>Model-Based Product Configuration in Augmented Reality Applications</i>.
    2020.
  short: N. N., Model-Based Product Configuration in Augmented Reality Applications,
    2020.
date_created: 2023-05-23T13:05:23Z
date_updated: 2023-05-23T13:05:26Z
department:
- _id: '66'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '17'
  name: 'SFB 901 - C5: SFB 901 - Subproject C5'
status: public
supervisor:
- first_name: Enes
  full_name: Yigitbas, Enes
  id: '8447'
  last_name: Yigitbas
  orcid: 0000-0002-5967-833X
- first_name: Sebastian
  full_name: Gottschalk, Sebastian
  id: '47208'
  last_name: Gottschalk
title: Model-Based Product Configuration in Augmented Reality Applications
type: mastersthesis
user_id: '47208'
year: '2020'
...
---
_id: '45235'
author:
- first_name: N.
  full_name: N., N.
  last_name: N.
citation:
  ama: N. N. <i>Design and Implementation of a Crowd-Based Prototype Validation Platform</i>.;
    2020.
  apa: N., N. (2020). <i>Design and Implementation of a Crowd-based Prototype Validation
    Platform</i>.
  bibtex: '@book{N._2020, title={Design and Implementation of a Crowd-based Prototype
    Validation Platform}, author={N., N.}, year={2020} }'
  chicago: N., N. <i>Design and Implementation of a Crowd-Based Prototype Validation
    Platform</i>, 2020.
  ieee: N. N., <i>Design and Implementation of a Crowd-based Prototype Validation
    Platform</i>. 2020.
  mla: N., N. <i>Design and Implementation of a Crowd-Based Prototype Validation Platform</i>.
    2020.
  short: N. N., Design and Implementation of a Crowd-Based Prototype Validation Platform,
    2020.
date_created: 2023-05-23T13:08:17Z
date_updated: 2023-05-23T13:08:22Z
department:
- _id: '66'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '17'
  name: 'SFB 901 - C5: SFB 901 - Subproject C5'
status: public
title: Design and Implementation of a Crowd-based Prototype Validation Platform
type: mastersthesis
user_id: '47208'
year: '2020'
...
---
_id: '21433'
abstract:
- lang: eng
  text: "Modern machine learning (ML) techniques continue to move into the embedded
    system space because traditional centralized compute resources do not suit certain
    application domains, for example in mobile or real-time environments. Google’s
    TensorFlow Lite (TFLite) framework supports this shift from cloud to edge computing
    and makes ML inference accessible on resource-constrained devices. While it offers
    the possibility to partially delegate computation to hardware accelerators, there
    is no such “delegate” available to utilize the promising characteristics of reconfigurable
    hardware.\r\nThis thesis incorporates modern platform FPGAs into TFLite by implementing
    a modular delegate framework, which allows accelerators within the programmable
    logic to take over the execution of neural network layers. To facilitate the necessary
    hardware/software codesign, the FPGA delegate is based on the operating system
    for reconfigurable\r\ncomputing (ReconOS), whose partial reconfiguration support
    enables the instantiation of model-tailored accelerator architectures. In the
    hardware back-end, a streaming-based prototype accelerator for the MobileNet model
    family showcases the working order of the platform, but falls short of the desired
    performance. Thus, it indicates the need for further exploration of alternative
    accelerator designs, which the delegate could automatically synthesize to meet
    a model’s demands."
author:
- first_name: Felix P.
  full_name: Jentzsch, Felix P.
  last_name: Jentzsch
citation:
  ama: Jentzsch FP. <i>Design and Implementation of a ReconOS-Based TensorFlow Lite
    Delegate Architecture</i>.; 2020.
  apa: Jentzsch, F. P. (2020). <i>Design and Implementation of a ReconOS-based TensorFlow
    Lite Delegate Architecture</i>.
  bibtex: '@book{Jentzsch_2020, title={Design and Implementation of a ReconOS-based
    TensorFlow Lite Delegate Architecture}, author={Jentzsch, Felix P.}, year={2020}
    }'
  chicago: Jentzsch, Felix P. <i>Design and Implementation of a ReconOS-Based TensorFlow
    Lite Delegate Architecture</i>, 2020.
  ieee: F. P. Jentzsch, <i>Design and Implementation of a ReconOS-based TensorFlow
    Lite Delegate Architecture</i>. 2020.
  mla: Jentzsch, Felix P. <i>Design and Implementation of a ReconOS-Based TensorFlow
    Lite Delegate Architecture</i>. 2020.
  short: F.P. Jentzsch, Design and Implementation of a ReconOS-Based TensorFlow Lite
    Delegate Architecture, 2020.
date_created: 2021-03-10T07:09:14Z
date_updated: 2023-07-09T17:12:52Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '82'
  name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '83'
  name: 'SFB 901 - T1: SFB 901 -Subproject T1'
status: public
supervisor:
- first_name: Christian
  full_name: Lienen, Christian
  id: '60323'
  last_name: Lienen
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
title: Design and Implementation of a ReconOS-based TensorFlow Lite Delegate Architecture
type: mastersthesis
user_id: '398'
year: '2020'
...
