---
_id: '24784'
author:
- first_name: Mirko
full_name: Schürmann, Mirko
id: '59707'
last_name: Schürmann
orcid: 0000-0003-2646-085X
- first_name: Michael
full_name: Liebendörfer, Michael
id: '30933'
last_name: Liebendörfer
orcid: 0000-0001-9887-2074
- first_name: Lara
full_name: Gildehaus, Lara
last_name: Gildehaus
- first_name: Niclas
full_name: Schaper, Niclas
last_name: Schaper
- first_name: Reinhard
full_name: Hochmuth, Reinhard
last_name: Hochmuth
- first_name: Rolf
full_name: Biehler, Rolf
id: '16274'
last_name: Biehler
- first_name: Elisa
full_name: Lankeit, Elisa
last_name: Lankeit
- first_name: Christiane
full_name: Kuklinski, Christiane
last_name: Kuklinski
- first_name: Johanna
full_name: Ruge, Johanna
last_name: Ruge
citation:
ama: Schürmann M, Liebendörfer M, Gildehaus L, et al. Chancen und Möglichkeiten
eines Netzwerks von Mathematischen Lernzentren in Deutschland - Bericht zum digitalen
Lernzentrumsworkshop am 22.10.2020. dghd-Newsletter. 2020;4/2020:24-26.
apa: Schürmann, M., Liebendörfer, M., Gildehaus, L., Schaper, N., Hochmuth, R.,
Biehler, R., Lankeit, E., Kuklinski, C., & Ruge, J. (2020). Chancen und Möglichkeiten
eines Netzwerks von Mathematischen Lernzentren in Deutschland - Bericht zum digitalen
Lernzentrumsworkshop am 22.10.2020. Dghd-Newsletter, 4/2020, 24–26.
bibtex: '@article{Schürmann_Liebendörfer_Gildehaus_Schaper_Hochmuth_Biehler_Lankeit_Kuklinski_Ruge_2020,
title={Chancen und Möglichkeiten eines Netzwerks von Mathematischen Lernzentren
in Deutschland - Bericht zum digitalen Lernzentrumsworkshop am 22.10.2020}, volume={4/2020},
journal={dghd-Newsletter}, author={Schürmann, Mirko and Liebendörfer, Michael
and Gildehaus, Lara and Schaper, Niclas and Hochmuth, Reinhard and Biehler, Rolf
and Lankeit, Elisa and Kuklinski, Christiane and Ruge, Johanna}, year={2020},
pages={24–26} }'
chicago: 'Schürmann, Mirko, Michael Liebendörfer, Lara Gildehaus, Niclas Schaper,
Reinhard Hochmuth, Rolf Biehler, Elisa Lankeit, Christiane Kuklinski, and Johanna
Ruge. “Chancen Und Möglichkeiten Eines Netzwerks von Mathematischen Lernzentren
in Deutschland - Bericht Zum Digitalen Lernzentrumsworkshop Am 22.10.2020.” Dghd-Newsletter
4/2020 (2020): 24–26.'
ieee: M. Schürmann et al., “Chancen und Möglichkeiten eines Netzwerks von
Mathematischen Lernzentren in Deutschland - Bericht zum digitalen Lernzentrumsworkshop
am 22.10.2020,” dghd-Newsletter, vol. 4/2020, pp. 24–26, 2020.
mla: Schürmann, Mirko, et al. “Chancen Und Möglichkeiten Eines Netzwerks von Mathematischen
Lernzentren in Deutschland - Bericht Zum Digitalen Lernzentrumsworkshop Am 22.10.2020.”
Dghd-Newsletter, vol. 4/2020, 2020, pp. 24–26.
short: M. Schürmann, M. Liebendörfer, L. Gildehaus, N. Schaper, R. Hochmuth, R.
Biehler, E. Lankeit, C. Kuklinski, J. Ruge, Dghd-Newsletter 4/2020 (2020) 24–26.
date_created: 2021-09-21T14:53:33Z
date_updated: 2024-04-30T13:47:33Z
department:
- _id: '423'
- _id: '625'
- _id: '363'
language:
- iso: eng
page: 24-26
publication: dghd-Newsletter
status: public
title: Chancen und Möglichkeiten eines Netzwerks von Mathematischen Lernzentren in
Deutschland - Bericht zum digitalen Lernzentrumsworkshop am 22.10.2020
type: journal_article
user_id: '30933'
volume: 4/2020
year: '2020'
...
---
_id: '16965'
author:
- first_name: Mirko
full_name: Schürmann, Mirko
id: '59707'
last_name: Schürmann
orcid: 0000-0003-2646-085X
- first_name: Niclas
full_name: Schaper, Niclas
last_name: Schaper
- first_name: Michael
full_name: Liebendörfer, Michael
id: '30933'
last_name: Liebendörfer
orcid: 0000-0001-9887-2074
- first_name: Rolf
full_name: Biehler, Rolf
id: '16274'
last_name: Biehler
- first_name: Elisa
full_name: Lankeit, Elisa
last_name: Lankeit
- first_name: Reinhard
full_name: Hochmuth, Reinhard
last_name: Hochmuth
- first_name: Johanna
full_name: Ruge, Johanna
last_name: Ruge
- first_name: Christiane
full_name: Kuklinski, Christiane
last_name: Kuklinski
citation:
ama: Schürmann M, Schaper N, Liebendörfer M, et al. Ein Kurzbericht aus dem Forschungsprojekt
WiGeMath-Lernzentren als Unterstützungsmaßnahme für mathematikbezogenes Lernen
in der Studieneingangsphase. dghd-Newsletter. 2020;01/2020:25-29.
apa: Schürmann, M., Schaper, N., Liebendörfer, M., Biehler, R., Lankeit, E., Hochmuth,
R., Ruge, J., & Kuklinski, C. (2020). Ein Kurzbericht aus dem Forschungsprojekt
WiGeMath-Lernzentren als Unterstützungsmaßnahme für mathematikbezogenes Lernen
in der Studieneingangsphase. Dghd-Newsletter, 01/2020, 25–29.
bibtex: '@article{Schürmann_Schaper_Liebendörfer_Biehler_Lankeit_Hochmuth_Ruge_Kuklinski_2020,
title={Ein Kurzbericht aus dem Forschungsprojekt WiGeMath-Lernzentren als Unterstützungsmaßnahme
für mathematikbezogenes Lernen in der Studieneingangsphase}, volume={01/2020},
journal={dghd-Newsletter}, author={Schürmann, Mirko and Schaper, Niclas and Liebendörfer,
Michael and Biehler, Rolf and Lankeit, Elisa and Hochmuth, Reinhard and Ruge,
Johanna and Kuklinski, Christiane}, year={2020}, pages={25–29} }'
chicago: 'Schürmann, Mirko, Niclas Schaper, Michael Liebendörfer, Rolf Biehler,
Elisa Lankeit, Reinhard Hochmuth, Johanna Ruge, and Christiane Kuklinski. “Ein
Kurzbericht Aus Dem Forschungsprojekt WiGeMath-Lernzentren Als Unterstützungsmaßnahme
Für Mathematikbezogenes Lernen in Der Studieneingangsphase.” Dghd-Newsletter
01/2020 (2020): 25–29.'
ieee: M. Schürmann et al., “Ein Kurzbericht aus dem Forschungsprojekt WiGeMath-Lernzentren
als Unterstützungsmaßnahme für mathematikbezogenes Lernen in der Studieneingangsphase,”
dghd-Newsletter, vol. 01/2020, pp. 25–29, 2020.
mla: Schürmann, Mirko, et al. “Ein Kurzbericht Aus Dem Forschungsprojekt WiGeMath-Lernzentren
Als Unterstützungsmaßnahme Für Mathematikbezogenes Lernen in Der Studieneingangsphase.”
Dghd-Newsletter, vol. 01/2020, 2020, pp. 25–29.
short: M. Schürmann, N. Schaper, M. Liebendörfer, R. Biehler, E. Lankeit, R. Hochmuth,
J. Ruge, C. Kuklinski, Dghd-Newsletter 01/2020 (2020) 25–29.
date_created: 2020-05-16T07:32:37Z
date_updated: 2024-04-30T13:46:40Z
department:
- _id: '423'
- _id: '625'
- _id: '363'
language:
- iso: eng
page: 25-29
publication: dghd-Newsletter
status: public
title: Ein Kurzbericht aus dem Forschungsprojekt WiGeMath-Lernzentren als Unterstützungsmaßnahme
für mathematikbezogenes Lernen in der Studieneingangsphase
type: journal_article
user_id: '30933'
volume: 01/2020
year: '2020'
...
---
_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: HCI for Cybersecurity,
Privacy and Trust. Springer International Publishing; 2020. doi:10.1007/978-3-030-50309-3_26'
apa: 'Haney, J. M., Furman, S. M., & Acar, Y. (2020). Smart Home Security and
Privacy Mitigations: Consumer Perceptions, Practices, and Challenges. In HCI
for Cybersecurity, Privacy and Trust. Springer International Publishing. https://doi.org/10.1007/978-3-030-50309-3_26'
bibtex: '@inbook{Haney_Furman_Acar_2020, place={Cham}, title={Smart Home Security
and Privacy Mitigations: Consumer Perceptions, Practices, and Challenges}, DOI={10.1007/978-3-030-50309-3_26},
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
HCI for Cybersecurity, Privacy and Trust. Cham: Springer International
Publishing, 2020. https://doi.org/10.1007/978-3-030-50309-3_26.'
ieee: 'J. M. Haney, S. M. Furman, and Y. Acar, “Smart Home Security and Privacy
Mitigations: Consumer Perceptions, Practices, and Challenges,” in HCI for Cybersecurity,
Privacy and Trust, Cham: Springer International Publishing, 2020.'
mla: 'Haney, Julie M., et al. “Smart Home Security and Privacy Mitigations: Consumer
Perceptions, Practices, and Challenges.” HCI for Cybersecurity, Privacy and
Trust, Springer International Publishing, 2020, doi:10.1007/978-3-030-50309-3_26.'
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. Sixteenth
Symposium on Usable Privacy and Security, SOUPS 2020, August 7-11, 2020. USENIX
Association; 2020:359–377.'
apa: 'Wermke, D., Huaman, N., Stransky, C., Busch, N., Acar, Y., & 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
& S. Chiasson (Eds.), Sixteenth Symposium on Usable Privacy and Security,
SOUPS 2020, August 7-11, 2020 (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 Sixteenth Symposium on Usable Privacy and Security, SOUPS 2020, August 7-11,
2020, 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 Sixteenth Symposium on
Usable Privacy and Security, SOUPS 2020, August 7-11, 2020, 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.”
Sixteenth Symposium on Usable Privacy and Security, SOUPS 2020, August 7-11,
2020, 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: Proceedings of
the 2020 CHI Conference on Human Factors in Computing Systems. ACM; 2020.
doi:10.1145/3313831.3376142'
apa: Gorski, P. L., Acar, Y., Lo Iacono, L., & Fahl, S. (2020). Listen to Developers!
A Participatory Design Study on Security Warnings for Cryptographic APIs. Proceedings
of the 2020 CHI Conference on Human Factors in Computing Systems. https://doi.org/10.1145/3313831.3376142
bibtex: '@inproceedings{Gorski_Acar_Lo Iacono_Fahl_2020, title={Listen to Developers!
A Participatory Design Study on Security Warnings for Cryptographic APIs}, DOI={10.1145/3313831.3376142}, 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 Proceedings of the 2020 CHI Conference on Human Factors in Computing
Systems. ACM, 2020. https://doi.org/10.1145/3313831.3376142.
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: 10.1145/3313831.3376142.'
mla: Gorski, Peter Leo, et al. “Listen to Developers! A Participatory Design Study
on Security Warnings for Cryptographic APIs.” Proceedings of the 2020 CHI Conference
on Human Factors in Computing Systems, ACM, 2020, doi:10.1145/3313831.3376142.
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., & Acar, Y. (2020). Smart Home Security and Privacy
Mitigations: Consumer Perceptions, Practices, and Challenges.'
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. Smart Home Security and Privacy Mitigations: Consumer
Perceptions, Practices, and Challenges. 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: Proceedings of the International
Joint Conference on Neural Networks (IJCNN). ; 2020:1–8. doi:10.1109/IJCNN48605.2020.9207338'
apa: Seiler, M., Trautmann, H., & Kerschke, P. (2020). Enhancing Resilience
of Deep Learning Networks By Means of Transferable Adversaries. Proceedings
of the International Joint Conference on Neural Networks (IJCNN), 1–8. https://doi.org/10.1109/IJCNN48605.2020.9207338
bibtex: '@inproceedings{Seiler_Trautmann_Kerschke_2020, place={Glasgow, UK}, title={Enhancing
Resilience of Deep Learning Networks By Means of Transferable Adversaries}, DOI={10.1109/IJCNN48605.2020.9207338},
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 Proceedings
of the International Joint Conference on Neural Networks (IJCNN), 1–8. Glasgow,
UK, 2020. https://doi.org/10.1109/IJCNN48605.2020.9207338.
ieee: 'M. Seiler, H. Trautmann, and P. Kerschke, “Enhancing Resilience of Deep Learning
Networks By Means of Transferable Adversaries,” in Proceedings of the International
Joint Conference on Neural Networks (IJCNN), 2020, pp. 1–8, doi: 10.1109/IJCNN48605.2020.9207338.'
mla: Seiler, Moritz, et al. “Enhancing Resilience of Deep Learning Networks By Means
of Transferable Adversaries.” Proceedings of the International Joint Conference
on Neural Networks (IJCNN), 2020, pp. 1–8, doi:10.1109/IJCNN48605.2020.9207338.
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. Proceedings of the 16$^th$
International Conference on Parallel Problem Solving from Nature (PPSN XVI).
; 2020:48–64. doi:10.1007/978-3-030-58112-1_4'
apa: Seiler, M., Pohl, J., Bossek, J., Kerschke, P., & 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, & H. Trautmann (Eds.), Proceedings of the 16$^th$
International Conference on Parallel Problem Solving from Nature (PPSN XVI)
(pp. 48–64). https://doi.org/10.1007/978-3-030-58112-1_4
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={10.1007/978-3-030-58112-1_4},
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 Proceedings of the 16$^th$
International Conference on Parallel Problem Solving from Nature (PPSN XVI),
edited by Thomas Bäck, Mike Preuss, André Deutz, Hao Wang, Carola Doerr, Michael
Emmerich, and Heike Trautmann, 48–64. Leiden, The Netherlands, 2020. https://doi.org/10.1007/978-3-030-58112-1_4.
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 Proceedings of the 16$^th$ International
Conference on Parallel Problem Solving from Nature (PPSN XVI), 2020, pp. 48–64,
doi: 10.1007/978-3-030-58112-1_4.'
mla: Seiler, Moritz, et al. “Deep Learning as a Competitive Feature-Free Approach
for Automated Algorithm Selection on the Traveling Salesperson Problem.” Proceedings
of the 16$^th$ International Conference on Parallel Problem Solving from Nature
(PPSN XVI), edited by Thomas Bäck et al., 2020, pp. 48–64, doi:10.1007/978-3-030-58112-1_4.
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.
Applied Soft Computing. 2020;88:105901. doi:https://doi.org/10.1016/j.asoc.2019.105901
apa: Bossek, J., Kerschke, P., & Trautmann, H. (2020). A multi-objective perspective
on performance assessment and automated selection of single-objective optimization
algorithms. Applied Soft Computing, 88, 105901. https://doi.org/10.1016/j.asoc.2019.105901
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={https://doi.org/10.1016/j.asoc.2019.105901},
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.” Applied Soft Computing 88 (2020): 105901. https://doi.org/10.1016/j.asoc.2019.105901.'
ieee: 'J. Bossek, P. Kerschke, and H. Trautmann, “A multi-objective perspective
on performance assessment and automated selection of single-objective optimization
algorithms,” Applied Soft Computing, vol. 88, p. 105901, 2020, doi: https://doi.org/10.1016/j.asoc.2019.105901.'
mla: Bossek, Jakob, et al. “A Multi-Objective Perspective on Performance Assessment
and Automated Selection of Single-Objective Optimization Algorithms.” Applied
Soft Computing, vol. 88, 2020, p. 105901, doi:https://doi.org/10.1016/j.asoc.2019.105901.
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: Proceedings of the IEEE Congress on Evolutionary
Computation (CEC). ; 2020:1–8. doi:10.1109/CEC48606.2020.9185778'
apa: Bossek, J., Grimme, C., Rudolph, G., & Trautmann, H. (2020). Towards Decision
Support in Dynamic Bi-Objective Vehicle Routing. Proceedings of the IEEE Congress
on Evolutionary Computation (CEC), 1–8. https://doi.org/10.1109/CEC48606.2020.9185778
bibtex: '@inproceedings{Bossek_Grimme_Rudolph_Trautmann_2020, place={Glasgow, UK},
title={Towards Decision Support in Dynamic Bi-Objective Vehicle Routing}, DOI={10.1109/CEC48606.2020.9185778},
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 Proceedings of
the IEEE Congress on Evolutionary Computation (CEC), 1–8. Glasgow, UK, 2020.
https://doi.org/10.1109/CEC48606.2020.9185778.
ieee: 'J. Bossek, C. Grimme, G. Rudolph, and H. Trautmann, “Towards Decision Support
in Dynamic Bi-Objective Vehicle Routing,” in Proceedings of the IEEE Congress
on Evolutionary Computation (CEC), 2020, pp. 1–8, doi: 10.1109/CEC48606.2020.9185778.'
mla: Bossek, Jakob, et al. “Towards Decision Support in Dynamic Bi-Objective Vehicle
Routing.” Proceedings of the IEEE Congress on Evolutionary Computation (CEC),
2020, pp. 1–8, doi:10.1109/CEC48606.2020.9185778.
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: Proceedings of the
IEEE Congress on Evolutionary Computation (CEC). IEEE; 2020:1–8.'
apa: Bossek, J., Kerschke, P., & Trautmann, H. (2020). Anytime Behavior of Inexact
TSP Solvers and Perspectives for Automated Algorithm Selection. Proceedings
of the IEEE Congress on Evolutionary Computation (CEC), 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
Proceedings of the IEEE Congress on Evolutionary Computation (CEC), 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 Proceedings
of the IEEE Congress on Evolutionary Computation (CEC), 2020, pp. 1–8.
mla: Bossek, Jakob, et al. “Anytime Behavior of Inexact TSP Solvers and Perspectives
for Automated Algorithm Selection.” Proceedings of the IEEE Congress on Evolutionary
Computation (CEC), 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: Proceedings of the Genetic and Evolutionary Computation Conference
(GECCO ’20). ACM; 2020:166–174.'
apa: Bossek, J., Grimme, C., & Trautmann, H. (2020). Dynamic Bi-Objective Routing
of Multiple Vehicles. Proceedings of the Genetic and Evolutionary Computation
Conference (GECCO ’20), 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 Proceedings of the Genetic and Evolutionary
Computation Conference (GECCO ’20), 166–174. Cancun, Mexico: ACM, 2020.'
ieee: J. Bossek, C. Grimme, and H. Trautmann, “Dynamic Bi-Objective Routing of Multiple
Vehicles,” in Proceedings of the Genetic and Evolutionary Computation Conference
(GECCO ’20), 2020, pp. 166–174.
mla: Bossek, Jakob, et al. “Dynamic Bi-Objective Routing of Multiple Vehicles.”
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO ’20),
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: '55288'
author:
- first_name: St.
full_name: Baier, St.
last_name: Baier
- first_name: Marc
full_name: Technau, Marc
id: '106108'
last_name: Technau
orcid: 0000-0001-9650-2459
citation:
ama: Baier St, Technau M. On the distribution of αp modulo one in imaginary quadratic
number fields with class number one. J Théor Nombres Bordx. 2020;32(2):719–760.
doi:10.5802/jtnb.1141
apa: Baier, St., & Technau, M. (2020). On the distribution of αp modulo one
in imaginary quadratic number fields with class number one. J. Théor. Nombres
Bordx., 32(2), 719–760. https://doi.org/10.5802/jtnb.1141
bibtex: '@article{Baier_Technau_2020, title={On the distribution of αp modulo one
in imaginary quadratic number fields with class number one}, volume={32}, DOI={10.5802/jtnb.1141}, number={2}, journal={J.
Théor. Nombres Bordx.}, author={Baier, St. and Technau, Marc}, year={2020}, pages={719–760}
}'
chicago: 'Baier, St., and Marc Technau. “On the Distribution of Αp modulo One in
Imaginary Quadratic Number Fields with Class Number One.” J. Théor. Nombres
Bordx. 32, no. 2 (2020): 719–760. https://doi.org/10.5802/jtnb.1141.'
ieee: 'St. Baier and M. Technau, “On the distribution of αp modulo one in imaginary
quadratic number fields with class number one,” J. Théor. Nombres Bordx.,
vol. 32, no. 2, pp. 719–760, 2020, doi: 10.5802/jtnb.1141.'
mla: Baier, St., and Marc Technau. “On the Distribution of Αp modulo One in Imaginary
Quadratic Number Fields with Class Number One.” J. Théor. Nombres Bordx.,
vol. 32, no. 2, 2020, pp. 719–760, doi:10.5802/jtnb.1141.
short: St. Baier, M. Technau, J. Théor. Nombres Bordx. 32 (2020) 719–760.
date_created: 2024-07-16T11:09:02Z
date_updated: 2024-07-24T07:23:57Z
department:
- _id: '102'
doi: 10.5802/jtnb.1141
intvolume: ' 32'
issue: '2'
language:
- iso: eng
page: 719–760
publication: J. Théor. Nombres Bordx.
status: public
title: On the distribution of αp modulo one in imaginary quadratic number fields with
class number one
type: journal_article
user_id: '106108'
volume: 32
year: '2020'
...
---
_id: '55286'
author:
- first_name: Marc
full_name: Technau, Marc
id: '106108'
last_name: Technau
orcid: 0000-0001-9650-2459
citation:
ama: Technau M. Modular hyperbolas and Beatty sequences. J Number Theory.
2020;208:148–167. doi:10.1016/j.jnt.2019.07.022
apa: Technau, M. (2020). Modular hyperbolas and Beatty sequences. J. Number Theory,
208, 148–167. https://doi.org/10.1016/j.jnt.2019.07.022
bibtex: '@article{Technau_2020, title={Modular hyperbolas and Beatty sequences},
volume={208}, DOI={10.1016/j.jnt.2019.07.022},
journal={J. Number Theory}, author={Technau, Marc}, year={2020}, pages={148–167}
}'
chicago: 'Technau, Marc. “Modular Hyperbolas and Beatty Sequences.” J. Number
Theory 208 (2020): 148–167. https://doi.org/10.1016/j.jnt.2019.07.022.'
ieee: 'M. Technau, “Modular hyperbolas and Beatty sequences,” J. Number Theory,
vol. 208, pp. 148–167, 2020, doi: 10.1016/j.jnt.2019.07.022.'
mla: Technau, Marc. “Modular Hyperbolas and Beatty Sequences.” J. Number Theory,
vol. 208, 2020, pp. 148–167, doi:10.1016/j.jnt.2019.07.022.
short: M. Technau, J. Number Theory 208 (2020) 148–167.
date_created: 2024-07-16T11:09:02Z
date_updated: 2024-07-24T07:24:11Z
department:
- _id: '102'
doi: 10.1016/j.jnt.2019.07.022
extern: '1'
intvolume: ' 208'
language:
- iso: eng
page: 148–167
publication: J. Number Theory
status: public
title: Modular hyperbolas and Beatty sequences
type: journal_article
user_id: '106108'
volume: 208
year: '2020'
...
---
_id: '55287'
author:
- first_name: I. E.
full_name: Shparlinski, I. E.
last_name: Shparlinski
- first_name: Marc
full_name: Technau, Marc
id: '106108'
last_name: Technau
orcid: 0000-0001-9650-2459
citation:
ama: Shparlinski IE, Technau M. Kloosterman sums with twice-differentiable functions.
Funct Approximatio, Comment Math. 2020;63(1):113–124. doi:10.7169/facm/1845
apa: Shparlinski, I. E., & Technau, M. (2020). Kloosterman sums with twice-differentiable
functions. Funct. Approximatio, Comment. Math., 63(1), 113–124.
https://doi.org/10.7169/facm/1845
bibtex: '@article{Shparlinski_Technau_2020, title={Kloosterman sums with twice-differentiable
functions}, volume={63}, DOI={10.7169/facm/1845},
number={1}, journal={Funct. Approximatio, Comment. Math.}, author={Shparlinski,
I. E. and Technau, Marc}, year={2020}, pages={113–124} }'
chicago: 'Shparlinski, I. E., and Marc Technau. “Kloosterman Sums with Twice-Differentiable
Functions.” Funct. Approximatio, Comment. Math. 63, no. 1 (2020): 113–124.
https://doi.org/10.7169/facm/1845.'
ieee: 'I. E. Shparlinski and M. Technau, “Kloosterman sums with twice-differentiable
functions,” Funct. Approximatio, Comment. Math., vol. 63, no. 1, pp. 113–124,
2020, doi: 10.7169/facm/1845.'
mla: Shparlinski, I. E., and Marc Technau. “Kloosterman Sums with Twice-Differentiable
Functions.” Funct. Approximatio, Comment. Math., vol. 63, no. 1, 2020,
pp. 113–124, doi:10.7169/facm/1845.
short: I.E. Shparlinski, M. Technau, Funct. Approximatio, Comment. Math. 63 (2020)
113–124.
date_created: 2024-07-16T11:09:02Z
date_updated: 2024-07-24T07:25:54Z
department:
- _id: '102'
doi: 10.7169/facm/1845
extern: '1'
intvolume: ' 63'
issue: '1'
language:
- iso: eng
page: 113–124
publication: Funct. Approximatio, Comment. Math.
status: public
title: Kloosterman sums with twice-differentiable functions
type: journal_article
user_id: '106108'
volume: 63
year: '2020'
...
---
_id: '55283'
author:
- first_name: D.
full_name: Barth, D.
last_name: Barth
- first_name: M.
full_name: Beck, M.
last_name: Beck
- first_name: T.
full_name: Dose, T.
last_name: Dose
- first_name: Ch.
full_name: Glaßer, Ch.
last_name: Glaßer
- first_name: L.
full_name: Michler, L.
last_name: Michler
- first_name: Marc
full_name: Technau, Marc
id: '106108'
last_name: Technau
orcid: 0000-0001-9650-2459
citation:
ama: Barth D, Beck M, Dose T, Glaßer Ch, Michler L, Technau M. Emptiness problems
for integer circuits. Theoretical Computer Science. 2020;824-825:11–35.
doi:10.1016/j.tcs.2020.03.023
apa: Barth, D., Beck, M., Dose, T., Glaßer, Ch., Michler, L., & Technau, M.
(2020). Emptiness problems for integer circuits. Theoretical Computer Science,
824–825, 11–35. https://doi.org/10.1016/j.tcs.2020.03.023
bibtex: '@article{Barth_Beck_Dose_Glaßer_Michler_Technau_2020, title={Emptiness
problems for integer circuits}, volume={824–825}, DOI={10.1016/j.tcs.2020.03.023},
journal={Theoretical Computer Science}, author={Barth, D. and Beck, M. and Dose,
T. and Glaßer, Ch. and Michler, L. and Technau, Marc}, year={2020}, pages={11–35}
}'
chicago: 'Barth, D., M. Beck, T. Dose, Ch. Glaßer, L. Michler, and Marc Technau.
“Emptiness Problems for Integer Circuits.” Theoretical Computer Science
824–825 (2020): 11–35. https://doi.org/10.1016/j.tcs.2020.03.023.'
ieee: 'D. Barth, M. Beck, T. Dose, Ch. Glaßer, L. Michler, and M. Technau, “Emptiness
problems for integer circuits,” Theoretical Computer Science, vol. 824–825,
pp. 11–35, 2020, doi: 10.1016/j.tcs.2020.03.023.'
mla: Barth, D., et al. “Emptiness Problems for Integer Circuits.” Theoretical
Computer Science, vol. 824–825, 2020, pp. 11–35, doi:10.1016/j.tcs.2020.03.023.
short: D. Barth, M. Beck, T. Dose, Ch. Glaßer, L. Michler, M. Technau, Theoretical
Computer Science 824–825 (2020) 11–35.
date_created: 2024-07-16T11:09:02Z
date_updated: 2024-07-24T07:25:29Z
department:
- _id: '102'
doi: 10.1016/j.tcs.2020.03.023
extern: '1'
language:
- iso: eng
page: 11–35
publication: Theoretical Computer Science
status: public
title: Emptiness problems for integer circuits
type: journal_article
user_id: '106108'
volume: 824-825
year: '2020'
...
---
_id: '51488'
author:
- first_name: Joachim
full_name: Hilgert, Joachim
id: '220'
last_name: Hilgert
citation:
ama: Hilgert J. Mathematik studieren -- Ein Ratgeber für Erstsemester und solche,
die es vielleicht werden wollen. Springer Spektrum; 2020.
apa: Hilgert, J. (2020). Mathematik studieren -- Ein Ratgeber für Erstsemester
und solche, die es vielleicht werden wollen. Springer Spektrum.
bibtex: '@book{Hilgert_2020, title={Mathematik studieren -- Ein Ratgeber für Erstsemester
und solche, die es vielleicht werden wollen}, publisher={Springer Spektrum}, author={Hilgert,
Joachim}, year={2020} }'
chicago: Hilgert, Joachim. Mathematik studieren -- Ein Ratgeber für Erstsemester
und solche, die es vielleicht werden wollen. Springer Spektrum, 2020.
ieee: J. Hilgert, Mathematik studieren -- Ein Ratgeber für Erstsemester und solche,
die es vielleicht werden wollen. Springer Spektrum, 2020.
mla: Hilgert, Joachim. Mathematik studieren -- Ein Ratgeber für Erstsemester
und solche, die es vielleicht werden wollen. Springer Spektrum, 2020.
short: J. Hilgert, Mathematik studieren -- Ein Ratgeber für Erstsemester und solche,
die es vielleicht werden wollen, Springer Spektrum, 2020.
date_created: 2024-02-19T10:15:44Z
date_updated: 2024-08-08T07:51:40Z
department:
- _id: '91'
language:
- iso: ger
main_file_link:
- url: https://link.springer.com/book/10.1007/978-3-658-31833-8
publication_status: published
publisher: Springer Spektrum
status: public
title: Mathematik studieren -- Ein Ratgeber für Erstsemester und solche, die es vielleicht
werden wollen
type: book
user_id: '220'
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. New Skills in the Changing World of Statistics Education Proceedings
of the Roundtable Conference of the International Association for Statistical
Education (IASE). ISI/IASE; 2020.'
apa: 'Biehler, R., Fleischer, F. Y., Budde, L., Frischemeier, D., Gerstenberger,
D., Podworny, S., & 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.), New Skills in the Changing World of Statistics Education Proceedings
of the Roundtable conference of the International Association for Statistical
Education (IASE). 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 New Skills in the Changing World of Statistics Education Proceedings of
the Roundtable Conference of the International Association for Statistical Education
(IASE), edited by P. Arnold. Voorborg, The Netherlands: ISI/IASE, 2020.'
ieee: 'R. Biehler 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 New Skills in the
Changing World of Statistics Education Proceedings of the Roundtable conference
of the International Association for Statistical Education (IASE), 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.” New Skills in the
Changing World of Statistics Education Proceedings of the Roundtable Conference
of the International Association for Statistical Education (IASE), 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: '35823'
author:
- first_name: Franz Yannik
full_name: Fleischer, Franz Yannik
id: '42660'
last_name: Fleischer
orcid: https://orcid.org/0000-0003-0318-0329
- first_name: Rolf
full_name: Biehler, Rolf
id: '16274'
last_name: Biehler
citation:
ama: 'Fleischer FY, Biehler R. Automatisierte Entscheidungsverfahren als Thema im
allgemeinbildenden Mathematikunterricht. In: Siller H-S, Weigel W, Wörler JF,
eds. Beiträge zum Mathematikunterricht 2020. WTM-Verlag; 2020. doi:10.17877/DE290R-21301'
apa: Fleischer, F. Y., & Biehler, R. (2020). Automatisierte Entscheidungsverfahren
als Thema im allgemeinbildenden Mathematikunterricht. In H.-S. Siller, W. Weigel,
& J. F. Wörler (Eds.), Beiträge zum Mathematikunterricht 2020. WTM-Verlag.
https://doi.org/10.17877/DE290R-21301
bibtex: '@inbook{Fleischer_Biehler_2020, place={Münster}, title={Automatisierte
Entscheidungsverfahren als Thema im allgemeinbildenden Mathematikunterricht},
DOI={10.17877/DE290R-21301},
booktitle={Beiträge zum Mathematikunterricht 2020}, publisher={WTM-Verlag}, author={Fleischer,
Franz Yannik and Biehler, Rolf}, editor={Siller, H.-S. and Weigel, W. and Wörler,
J. F.}, year={2020} }'
chicago: 'Fleischer, Franz Yannik, and Rolf Biehler. “Automatisierte Entscheidungsverfahren
als Thema im allgemeinbildenden Mathematikunterricht.” In Beiträge zum Mathematikunterricht
2020, edited by H.-S. Siller, W. Weigel, and J. F. Wörler. Münster: WTM-Verlag,
2020. https://doi.org/10.17877/DE290R-21301.'
ieee: 'F. Y. Fleischer and R. Biehler, “Automatisierte Entscheidungsverfahren als
Thema im allgemeinbildenden Mathematikunterricht,” in Beiträge zum Mathematikunterricht
2020, H.-S. Siller, W. Weigel, and J. F. Wörler, Eds. Münster: WTM-Verlag,
2020.'
mla: Fleischer, Franz Yannik, and Rolf Biehler. “Automatisierte Entscheidungsverfahren
als Thema im allgemeinbildenden Mathematikunterricht.” Beiträge zum Mathematikunterricht
2020, edited by H.-S. Siller et al., WTM-Verlag, 2020, doi:10.17877/DE290R-21301.
short: 'F.Y. Fleischer, R. Biehler, in: H.-S. Siller, W. Weigel, J.F. Wörler (Eds.),
Beiträge zum Mathematikunterricht 2020, WTM-Verlag, Münster, 2020.'
date_created: 2023-01-10T11:46:59Z
date_updated: 2024-08-21T10:04:54Z
department:
- _id: '363'
doi: 10.17877/DE290R-21301
editor:
- first_name: H.-S.
full_name: Siller, H.-S.
last_name: Siller
- first_name: W.
full_name: Weigel, W.
last_name: Weigel
- first_name: J. F.
full_name: Wörler, J. F.
last_name: Wörler
language:
- iso: ger
place: Münster
publication: Beiträge zum Mathematikunterricht 2020
publisher: WTM-Verlag
status: public
title: Automatisierte Entscheidungsverfahren als Thema im allgemeinbildenden Mathematikunterricht
type: book_chapter
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. Procedia
CIRP. 2020;91:43-48. doi:10.1016/j.procir.2020.02.149
apa: Niewöhner, N., Asmar, L., Röltgen, D., Kühn, A., & Dumitrescu, R. (2020).
The impact of the 4th industrial revolution on the design fields of innovation
management. Procedia CIRP, 91, 43–48. https://doi.org/10.1016/j.procir.2020.02.149
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={10.1016/j.procir.2020.02.149},
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.” Procedia CIRP 91 (2020): 43–48. https://doi.org/10.1016/j.procir.2020.02.149.'
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,”
Procedia CIRP, vol. 91, pp. 43–48, 2020, doi: 10.1016/j.procir.2020.02.149.'
mla: Niewöhner, Nadine, et al. “The Impact of the 4th Industrial Revolution on the
Design Fields of Innovation Management.” Procedia CIRP, vol. 91, Elsevier
BV, 2020, pp. 43–48, doi:10.1016/j.procir.2020.02.149.
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'
...