---
_id: '53362'
author:
- first_name: Sabrina
full_name: Amft, Sabrina
last_name: Amft
- first_name: Sandra
full_name: Höltervennhoff, Sandra
last_name: Höltervennhoff
- first_name: Nicolas
full_name: Huaman, Nicolas
last_name: Huaman
- first_name: Alexander
full_name: Krause, Alexander
last_name: Krause
- first_name: Lucy
full_name: Simko, Lucy
last_name: Simko
- first_name: Yasemin
full_name: Acar, Yasemin
id: '94636'
last_name: Acar
- first_name: Sascha
full_name: Fahl, Sascha
last_name: Fahl
citation:
ama: 'Amft S, Höltervennhoff S, Huaman N, et al. “We’ve Disabled MFA for You”: An
Evaluation of the Security and Usability of Multi-Factor Authentication Recovery
Deployments. In: Meng W, Jensen CD, Cremers C, Kirda E, eds. Proceedings of
the 2023 ACM SIGSAC Conference on Computer and Communications Security, CCS 2023,
Copenhagen, Denmark, November 26-30, 2023. ACM; 2023:3138–3152. doi:10.1145/3576915.3623180'
apa: 'Amft, S., Höltervennhoff, S., Huaman, N., Krause, A., Simko, L., Acar, Y.,
& Fahl, S. (2023). “We’ve Disabled MFA for You”: An Evaluation of the Security
and Usability of Multi-Factor Authentication Recovery Deployments. In W. Meng,
C. D. Jensen, C. Cremers, & E. Kirda (Eds.), Proceedings of the 2023 ACM
SIGSAC Conference on Computer and Communications Security, CCS 2023, Copenhagen,
Denmark, November 26-30, 2023 (pp. 3138–3152). ACM. https://doi.org/10.1145/3576915.3623180'
bibtex: '@inproceedings{Amft_Höltervennhoff_Huaman_Krause_Simko_Acar_Fahl_2023,
title={“We’ve Disabled MFA for You”: An Evaluation of the Security and Usability
of Multi-Factor Authentication Recovery Deployments}, DOI={10.1145/3576915.3623180},
booktitle={Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications
Security, CCS 2023, Copenhagen, Denmark, November 26-30, 2023}, publisher={ACM},
author={Amft, Sabrina and Höltervennhoff, Sandra and Huaman, Nicolas and Krause,
Alexander and Simko, Lucy and Acar, Yasemin and Fahl, Sascha}, editor={Meng, Weizhi
and Jensen, Christian Damsgaard and Cremers, Cas and Kirda, Engin}, year={2023},
pages={3138–3152} }'
chicago: 'Amft, Sabrina, Sandra Höltervennhoff, Nicolas Huaman, Alexander Krause,
Lucy Simko, Yasemin Acar, and Sascha Fahl. “‘We’ve Disabled MFA for You’: An Evaluation
of the Security and Usability of Multi-Factor Authentication Recovery Deployments.”
In Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications
Security, CCS 2023, Copenhagen, Denmark, November 26-30, 2023, edited by Weizhi
Meng, Christian Damsgaard Jensen, Cas Cremers, and Engin Kirda, 3138–3152. ACM,
2023. https://doi.org/10.1145/3576915.3623180.'
ieee: 'S. Amft et al., “‘We’ve Disabled MFA for You’: An Evaluation of the
Security and Usability of Multi-Factor Authentication Recovery Deployments,” in
Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications
Security, CCS 2023, Copenhagen, Denmark, November 26-30, 2023, 2023, pp. 3138–3152,
doi: 10.1145/3576915.3623180.'
mla: 'Amft, Sabrina, et al. “‘We’ve Disabled MFA for You’: An Evaluation of the
Security and Usability of Multi-Factor Authentication Recovery Deployments.” Proceedings
of the 2023 ACM SIGSAC Conference on Computer and Communications Security, CCS
2023, Copenhagen, Denmark, November 26-30, 2023, edited by Weizhi Meng et
al., ACM, 2023, pp. 3138–3152, doi:10.1145/3576915.3623180.'
short: 'S. Amft, S. Höltervennhoff, N. Huaman, A. Krause, L. Simko, Y. Acar, S.
Fahl, in: W. Meng, C.D. Jensen, C. Cremers, E. Kirda (Eds.), Proceedings of the
2023 ACM SIGSAC Conference on Computer and Communications Security, CCS 2023,
Copenhagen, Denmark, November 26-30, 2023, ACM, 2023, pp. 3138–3152.'
date_created: 2024-04-09T06:22:43Z
date_updated: 2024-06-05T13:52:15Z
department:
- _id: '858'
doi: 10.1145/3576915.3623180
editor:
- first_name: Weizhi
full_name: Meng, Weizhi
last_name: Meng
- first_name: Christian Damsgaard
full_name: Jensen, Christian Damsgaard
last_name: Jensen
- first_name: Cas
full_name: Cremers, Cas
last_name: Cremers
- first_name: Engin
full_name: Kirda, Engin
last_name: Kirda
language:
- iso: eng
page: 3138–3152
publication: Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications
Security, CCS 2023, Copenhagen, Denmark, November 26-30, 2023
publisher: ACM
status: public
title: '"We’ve Disabled MFA for You": An Evaluation of the Security and Usability
of Multi-Factor Authentication Recovery Deployments'
type: conference
user_id: '14931'
year: '2023'
...
---
_id: '49438'
author:
- first_name: Stefan
full_name: Krüger, Stefan
last_name: Krüger
- first_name: Michael
full_name: Reif, Michael
last_name: Reif
- first_name: Anna-Katharina
full_name: Wickert, Anna-Katharina
last_name: Wickert
- first_name: Sarah
full_name: Nadi, Sarah
last_name: Nadi
- first_name: Karim
full_name: Ali, Karim
last_name: Ali
- first_name: Eric
full_name: Bodden, Eric
id: '59256'
last_name: Bodden
orcid: 0000-0003-3470-3647
- first_name: Yasemin
full_name: Acar, Yasemin
id: '94636'
last_name: Acar
- first_name: Mira
full_name: Mezini, Mira
last_name: Mezini
- first_name: Sascha
full_name: Fahl, Sascha
last_name: Fahl
citation:
ama: 'Krüger S, Reif M, Wickert A-K, et al. Securing Your Crypto-API Usage Through
Tool Support - A Usability Study. In: 2023 IEEE Secure Development Conference
(SecDev). IEEE; 2023. doi:10.1109/secdev56634.2023.00015'
apa: Krüger, S., Reif, M., Wickert, A.-K., Nadi, S., Ali, K., Bodden, E., Acar,
Y., Mezini, M., & Fahl, S. (2023). Securing Your Crypto-API Usage Through
Tool Support - A Usability Study. 2023 IEEE Secure Development Conference (SecDev).
https://doi.org/10.1109/secdev56634.2023.00015
bibtex: '@inproceedings{Krüger_Reif_Wickert_Nadi_Ali_Bodden_Acar_Mezini_Fahl_2023,
title={Securing Your Crypto-API Usage Through Tool Support - A Usability Study},
DOI={10.1109/secdev56634.2023.00015},
booktitle={2023 IEEE Secure Development Conference (SecDev)}, publisher={IEEE},
author={Krüger, Stefan and Reif, Michael and Wickert, Anna-Katharina and Nadi,
Sarah and Ali, Karim and Bodden, Eric and Acar, Yasemin and Mezini, Mira and Fahl,
Sascha}, year={2023} }'
chicago: Krüger, Stefan, Michael Reif, Anna-Katharina Wickert, Sarah Nadi, Karim
Ali, Eric Bodden, Yasemin Acar, Mira Mezini, and Sascha Fahl. “Securing Your Crypto-API
Usage Through Tool Support - A Usability Study.” In 2023 IEEE Secure Development
Conference (SecDev). IEEE, 2023. https://doi.org/10.1109/secdev56634.2023.00015.
ieee: 'S. Krüger et al., “Securing Your Crypto-API Usage Through Tool Support
- A Usability Study,” 2023, doi: 10.1109/secdev56634.2023.00015.'
mla: Krüger, Stefan, et al. “Securing Your Crypto-API Usage Through Tool Support
- A Usability Study.” 2023 IEEE Secure Development Conference (SecDev),
IEEE, 2023, doi:10.1109/secdev56634.2023.00015.
short: 'S. Krüger, M. Reif, A.-K. Wickert, S. Nadi, K. Ali, E. Bodden, Y. Acar,
M. Mezini, S. Fahl, in: 2023 IEEE Secure Development Conference (SecDev), IEEE,
2023.'
date_created: 2023-12-04T11:07:08Z
date_updated: 2024-06-05T13:51:00Z
department:
- _id: '76'
- _id: '858'
doi: 10.1109/secdev56634.2023.00015
language:
- iso: eng
publication: 2023 IEEE Secure Development Conference (SecDev)
publication_status: published
publisher: IEEE
status: public
title: Securing Your Crypto-API Usage Through Tool Support - A Usability Study
type: conference
user_id: '14931'
year: '2023'
...
---
_id: '53368'
author:
- first_name: Marcel
full_name: Fourné, Marcel
id: '99291'
last_name: Fourné
- first_name: Dominik
full_name: Wermke, Dominik
last_name: Wermke
- first_name: Sascha
full_name: Fahl, Sascha
last_name: Fahl
- first_name: Yasemin
full_name: Acar, Yasemin
id: '94636'
last_name: Acar
citation:
ama: 'Fourné M, Wermke D, Fahl S, Acar Y. A Viewpoint on Human Factors in Software
Supply Chain Security: A Research Agenda. IEEE Security & Privacy.
2023;21(6):59–63.'
apa: 'Fourné, M., Wermke, D., Fahl, S., & Acar, Y. (2023). A Viewpoint on Human
Factors in Software Supply Chain Security: A Research Agenda. IEEE Security
& Privacy, 21(6), 59–63.'
bibtex: '@article{Fourné_Wermke_Fahl_Acar_2023, title={A Viewpoint on Human Factors
in Software Supply Chain Security: A Research Agenda}, volume={21}, number={6},
journal={IEEE Security & Privacy}, publisher={IEEE}, author={Fourné, Marcel
and Wermke, Dominik and Fahl, Sascha and Acar, Yasemin}, year={2023}, pages={59–63}
}'
chicago: 'Fourné, Marcel, Dominik Wermke, Sascha Fahl, and Yasemin Acar. “A Viewpoint
on Human Factors in Software Supply Chain Security: A Research Agenda.” IEEE
Security & Privacy 21, no. 6 (2023): 59–63.'
ieee: 'M. Fourné, D. Wermke, S. Fahl, and Y. Acar, “A Viewpoint on Human Factors
in Software Supply Chain Security: A Research Agenda,” IEEE Security &
Privacy, vol. 21, no. 6, pp. 59–63, 2023.'
mla: 'Fourné, Marcel, et al. “A Viewpoint on Human Factors in Software Supply Chain
Security: A Research Agenda.” IEEE Security & Privacy, vol. 21, no.
6, IEEE, 2023, pp. 59–63.'
short: M. Fourné, D. Wermke, S. Fahl, Y. Acar, IEEE Security & Privacy 21 (2023)
59–63.
date_created: 2024-04-09T07:14:43Z
date_updated: 2024-06-05T13:53:18Z
department:
- _id: '858'
intvolume: ' 21'
issue: '6'
language:
- iso: eng
page: 59–63
publication: IEEE Security & Privacy
publisher: IEEE
status: public
title: 'A Viewpoint on Human Factors in Software Supply Chain Security: A Research
Agenda'
type: journal_article
user_id: '14931'
volume: 21
year: '2023'
...
---
_id: '53366'
author:
- first_name: Mindy
full_name: Tran, Mindy
id: '99001'
last_name: Tran
- first_name: Collins W
full_name: Munyendo, Collins W
last_name: Munyendo
- first_name: Harshini
full_name: Sri Ramulu, Harshini
id: '99000'
last_name: Sri Ramulu
orcid: 0000-0002-0000-5843
- first_name: Rachel Gonzalez
full_name: Rodriguez, Rachel Gonzalez
last_name: Rodriguez
- first_name: Luisa Ball
full_name: Schnell, Luisa Ball
last_name: Schnell
- first_name: Cora
full_name: Sula, Cora
last_name: Sula
- first_name: Lucy
full_name: Simko, Lucy
last_name: Simko
- first_name: Yasemin
full_name: Acar, Yasemin
id: '94636'
last_name: Acar
citation:
ama: 'Tran M, Munyendo CW, Sri Ramulu H, et al. Security, Privacy, and Data-sharing
Trade-offs When Moving to the United States: Insights from a Qualitative Study.
In: 2024 IEEE Symposium on Security and Privacy (SP). ; 2023:4–4.'
apa: 'Tran, M., Munyendo, C. W., Sri Ramulu, H., Rodriguez, R. G., Schnell, L. B.,
Sula, C., Simko, L., & Acar, Y. (2023). Security, Privacy, and Data-sharing
Trade-offs When Moving to the United States: Insights from a Qualitative Study.
2024 IEEE Symposium on Security and Privacy (SP), 4–4.'
bibtex: '@inproceedings{Tran_Munyendo_Sri Ramulu_Rodriguez_Schnell_Sula_Simko_Acar_2023,
title={Security, Privacy, and Data-sharing Trade-offs When Moving to the United
States: Insights from a Qualitative Study}, booktitle={2024 IEEE Symposium on
Security and Privacy (SP)}, author={Tran, Mindy and Munyendo, Collins W and Sri
Ramulu, Harshini and Rodriguez, Rachel Gonzalez and Schnell, Luisa Ball and Sula,
Cora and Simko, Lucy and Acar, Yasemin}, year={2023}, pages={4–4} }'
chicago: 'Tran, Mindy, Collins W Munyendo, Harshini Sri Ramulu, Rachel Gonzalez
Rodriguez, Luisa Ball Schnell, Cora Sula, Lucy Simko, and Yasemin Acar. “Security,
Privacy, and Data-Sharing Trade-Offs When Moving to the United States: Insights
from a Qualitative Study.” In 2024 IEEE Symposium on Security and Privacy (SP),
4–4, 2023.'
ieee: 'M. Tran et al., “Security, Privacy, and Data-sharing Trade-offs When
Moving to the United States: Insights from a Qualitative Study,” in 2024 IEEE
Symposium on Security and Privacy (SP), 2023, pp. 4–4.'
mla: 'Tran, Mindy, et al. “Security, Privacy, and Data-Sharing Trade-Offs When Moving
to the United States: Insights from a Qualitative Study.” 2024 IEEE Symposium
on Security and Privacy (SP), 2023, pp. 4–4.'
short: 'M. Tran, C.W. Munyendo, H. Sri Ramulu, R.G. Rodriguez, L.B. Schnell, C.
Sula, L. Simko, Y. Acar, in: 2024 IEEE Symposium on Security and Privacy (SP),
2023, pp. 4–4.'
date_created: 2024-04-09T07:11:01Z
date_updated: 2024-06-05T13:52:39Z
department:
- _id: '858'
language:
- iso: eng
page: 4–4
publication: 2024 IEEE Symposium on Security and Privacy (SP)
status: public
title: 'Security, Privacy, and Data-sharing Trade-offs When Moving to the United States:
Insights from a Qualitative Study'
type: conference
user_id: '14931'
year: '2023'
...
---
_id: '53348'
author:
- first_name: Marcel
full_name: Fourné, Marcel
id: '99291'
last_name: Fourné
- first_name: Dominik
full_name: Wermke, Dominik
last_name: Wermke
- first_name: Sascha
full_name: Fahl, Sascha
last_name: Fahl
- first_name: Yasemin
full_name: Acar, Yasemin
id: '94636'
last_name: Acar
citation:
ama: 'Fourné M, Wermke D, Fahl S, Acar Y. A Viewpoint on Human Factors in Software
Supply Chain Security: A Research Agenda. IEEE Secur Priv. 2023;21(6):59–63.
doi:10.1109/MSEC.2023.3316569'
apa: 'Fourné, M., Wermke, D., Fahl, S., & Acar, Y. (2023). A Viewpoint on Human
Factors in Software Supply Chain Security: A Research Agenda. IEEE Secur. Priv.,
21(6), 59–63. https://doi.org/10.1109/MSEC.2023.3316569'
bibtex: '@article{Fourné_Wermke_Fahl_Acar_2023, title={A Viewpoint on Human Factors
in Software Supply Chain Security: A Research Agenda}, volume={21}, DOI={10.1109/MSEC.2023.3316569},
number={6}, journal={IEEE Secur. Priv.}, author={Fourné, Marcel and Wermke, Dominik
and Fahl, Sascha and Acar, Yasemin}, year={2023}, pages={59–63} }'
chicago: 'Fourné, Marcel, Dominik Wermke, Sascha Fahl, and Yasemin Acar. “A Viewpoint
on Human Factors in Software Supply Chain Security: A Research Agenda.” IEEE
Secur. Priv. 21, no. 6 (2023): 59–63. https://doi.org/10.1109/MSEC.2023.3316569.'
ieee: 'M. Fourné, D. Wermke, S. Fahl, and Y. Acar, “A Viewpoint on Human Factors
in Software Supply Chain Security: A Research Agenda,” IEEE Secur. Priv.,
vol. 21, no. 6, pp. 59–63, 2023, doi: 10.1109/MSEC.2023.3316569.'
mla: 'Fourné, Marcel, et al. “A Viewpoint on Human Factors in Software Supply Chain
Security: A Research Agenda.” IEEE Secur. Priv., vol. 21, no. 6, 2023,
pp. 59–63, doi:10.1109/MSEC.2023.3316569.'
short: M. Fourné, D. Wermke, S. Fahl, Y. Acar, IEEE Secur. Priv. 21 (2023) 59–63.
date_created: 2024-04-08T09:02:04Z
date_updated: 2024-06-05T13:51:52Z
department:
- _id: '858'
doi: 10.1109/MSEC.2023.3316569
intvolume: ' 21'
issue: '6'
language:
- iso: eng
page: 59–63
publication: IEEE Secur. Priv.
status: public
title: 'A Viewpoint on Human Factors in Software Supply Chain Security: A Research
Agenda'
type: journal_article
user_id: '14931'
volume: 21
year: '2023'
...
---
_id: '53352'
author:
- first_name: Lucy
full_name: Simko, Lucy
last_name: Simko
- first_name: Harshini
full_name: Sri Ramulu, Harshini
id: '99000'
last_name: Sri Ramulu
orcid: 0000-0002-0000-5843
- first_name: Tadayoshi
full_name: Kohno, Tadayoshi
last_name: Kohno
- first_name: Yasemin
full_name: Acar, Yasemin
id: '94636'
last_name: Acar
citation:
ama: Simko L, Sri Ramulu H, Kohno T, Acar Y. The Use and Non-Use of Technology During
Hurricanes. Proc ACM Hum Comput Interact. 2023;7(CSCW2):1–54. doi:10.1145/3610215
apa: Simko, L., Sri Ramulu, H., Kohno, T., & Acar, Y. (2023). The Use and Non-Use
of Technology During Hurricanes. Proc. ACM Hum. Comput. Interact., 7(CSCW2),
1–54. https://doi.org/10.1145/3610215
bibtex: '@article{Simko_Sri Ramulu_Kohno_Acar_2023, title={The Use and Non-Use of
Technology During Hurricanes}, volume={7}, DOI={10.1145/3610215},
number={CSCW2}, journal={Proc. ACM Hum. Comput. Interact.}, author={Simko, Lucy
and Sri Ramulu, Harshini and Kohno, Tadayoshi and Acar, Yasemin}, year={2023},
pages={1–54} }'
chicago: 'Simko, Lucy, Harshini Sri Ramulu, Tadayoshi Kohno, and Yasemin Acar. “The
Use and Non-Use of Technology During Hurricanes.” Proc. ACM Hum. Comput. Interact.
7, no. CSCW2 (2023): 1–54. https://doi.org/10.1145/3610215.'
ieee: 'L. Simko, H. Sri Ramulu, T. Kohno, and Y. Acar, “The Use and Non-Use of Technology
During Hurricanes,” Proc. ACM Hum. Comput. Interact., vol. 7, no. CSCW2,
pp. 1–54, 2023, doi: 10.1145/3610215.'
mla: Simko, Lucy, et al. “The Use and Non-Use of Technology During Hurricanes.”
Proc. ACM Hum. Comput. Interact., vol. 7, no. CSCW2, 2023, pp. 1–54, doi:10.1145/3610215.
short: L. Simko, H. Sri Ramulu, T. Kohno, Y. Acar, Proc. ACM Hum. Comput. Interact.
7 (2023) 1–54.
date_created: 2024-04-08T09:22:02Z
date_updated: 2024-06-05T13:53:38Z
department:
- _id: '858'
doi: 10.1145/3610215
intvolume: ' 7'
issue: CSCW2
language:
- iso: eng
page: 1–54
publication: Proc. ACM Hum. Comput. Interact.
status: public
title: The Use and Non-Use of Technology During Hurricanes
type: journal_article
user_id: '14931'
volume: 7
year: '2023'
...
---
_id: '46310'
abstract:
- lang: eng
text: 'Classic automated algorithm selection (AS) for (combinatorial) optimization
problems heavily relies on so-called instance features, i.e., numerical characteristics
of the problem at hand ideally extracted with computationally low-demanding routines.
For the traveling salesperson problem (TSP) a plethora of features have been suggested.
Most of these features are, if at all, only normalized imprecisely raising the
issue of feature values being strongly affected by the instance size. Such artifacts
may have detrimental effects on algorithm selection models. We propose a normalization
for two feature groups which stood out in multiple AS studies on the TSP: (a)
features based on a minimum spanning tree (MST) and (b) nearest neighbor relationships
of the input instance. To this end we theoretically derive minimum and maximum
values for properties of MSTs and k-nearest neighbor graphs (NNG) of Euclidean
graphs. We analyze the differences in feature space between normalized versions
of these features and their unnormalized counterparts. Our empirical investigations
on various TSP benchmark sets point out that the feature scaling succeeds in eliminating
the effect of the instance size. A proof-of-concept AS-study shows promising results:
models trained with normalized features tend to outperform those trained with
the respective vanilla features.'
author:
- first_name: Jonathan
full_name: Heins, Jonathan
last_name: Heins
- first_name: Jakob
full_name: Bossek, Jakob
id: '102979'
last_name: Bossek
orcid: 0000-0002-4121-4668
- first_name: Janina
full_name: Pohl, Janina
last_name: Pohl
- 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: Heins J, Bossek J, Pohl J, Seiler M, Trautmann H, Kerschke P. A study on the
effects of normalized TSP features for automated algorithm selection. Theoretical
Computer Science. 2023;940:123-145. doi:https://doi.org/10.1016/j.tcs.2022.10.019
apa: Heins, J., Bossek, J., Pohl, J., Seiler, M., Trautmann, H., & Kerschke,
P. (2023). A study on the effects of normalized TSP features for automated algorithm
selection. Theoretical Computer Science, 940, 123–145. https://doi.org/10.1016/j.tcs.2022.10.019
bibtex: '@article{Heins_Bossek_Pohl_Seiler_Trautmann_Kerschke_2023, title={A study
on the effects of normalized TSP features for automated algorithm selection},
volume={940}, DOI={https://doi.org/10.1016/j.tcs.2022.10.019},
journal={Theoretical Computer Science}, author={Heins, Jonathan and Bossek, Jakob
and Pohl, Janina and Seiler, Moritz and Trautmann, Heike and Kerschke, Pascal},
year={2023}, pages={123–145} }'
chicago: 'Heins, Jonathan, Jakob Bossek, Janina Pohl, Moritz Seiler, Heike Trautmann,
and Pascal Kerschke. “A Study on the Effects of Normalized TSP Features for Automated
Algorithm Selection.” Theoretical Computer Science 940 (2023): 123–45.
https://doi.org/10.1016/j.tcs.2022.10.019.'
ieee: 'J. Heins, J. Bossek, J. Pohl, M. Seiler, H. Trautmann, and P. Kerschke, “A
study on the effects of normalized TSP features for automated algorithm selection,”
Theoretical Computer Science, vol. 940, pp. 123–145, 2023, doi: https://doi.org/10.1016/j.tcs.2022.10.019.'
mla: Heins, Jonathan, et al. “A Study on the Effects of Normalized TSP Features
for Automated Algorithm Selection.” Theoretical Computer Science, vol.
940, 2023, pp. 123–45, doi:https://doi.org/10.1016/j.tcs.2022.10.019.
short: J. Heins, J. Bossek, J. Pohl, M. Seiler, H. Trautmann, P. Kerschke, Theoretical
Computer Science 940 (2023) 123–145.
date_created: 2023-08-04T07:18:38Z
date_updated: 2024-06-10T11:57:21Z
department:
- _id: '34'
- _id: '819'
doi: https://doi.org/10.1016/j.tcs.2022.10.019
intvolume: ' 940'
keyword:
- Feature normalization
- Algorithm selection
- Traveling salesperson problem
language:
- iso: eng
page: 123-145
publication: Theoretical Computer Science
publication_identifier:
issn:
- 0304-3975
status: public
title: A study on the effects of normalized TSP features for automated algorithm selection
type: journal_article
user_id: '15504'
volume: 940
year: '2023'
...
---
_id: '48898'
abstract:
- lang: eng
text: 'Automated Algorithm Configuration (AAC) usually takes a global perspective:
it identifies a parameter configuration for an (optimization) algorithm that maximizes
a performance metric over a set of instances. However, the optimal choice of parameters
strongly depends on the instance at hand and should thus be calculated on a per-instance
basis. We explore the potential of Per-Instance Algorithm Configuration (PIAC)
by using Reinforcement Learning (RL). To this end, we propose a novel PIAC approach
that is based on deep neural networks. We apply it to predict configurations for
the Lin\textendash Kernighan heuristic (LKH) for the Traveling Salesperson Problem
(TSP) individually for every single instance. To train our PIAC approach, we create
a large set of 100000 TSP instances with 2000 nodes each \textemdash currently
the largest benchmark set to the best of our knowledge. We compare our approach
to the state-of-the-art AAC method Sequential Model-based Algorithm Configuration
(SMAC). The results show that our PIAC approach outperforms this baseline on both
the newly created instance set and established instance sets.'
author:
- first_name: Moritz
full_name: Seiler, Moritz
id: '105520'
last_name: Seiler
- first_name: Jeroen
full_name: Rook, Jeroen
last_name: Rook
- first_name: Jonathan
full_name: Heins, Jonathan
last_name: Heins
- first_name: Oliver Ludger
full_name: Preuß, Oliver Ludger
id: '102978'
last_name: Preuß
orcid: 0009-0008-9308-2418
- first_name: Jakob
full_name: Bossek, Jakob
id: '102979'
last_name: Bossek
orcid: 0000-0002-4121-4668
- first_name: Heike
full_name: Trautmann, Heike
id: '100740'
last_name: Trautmann
orcid: 0000-0002-9788-8282
citation:
ama: 'Seiler M, Rook J, Heins J, Preuß OL, Bossek J, Trautmann H. Using Reinforcement
Learning for Per-Instance Algorithm Configuration on the TSP. In: 2023 IEEE
Symposium Series on Computational Intelligence (SSCI). ; :361-368. doi:10.1109/SSCI52147.2023.10372008'
apa: Seiler, M., Rook, J., Heins, J., Preuß, O. L., Bossek, J., & Trautmann,
H. (n.d.). Using Reinforcement Learning for Per-Instance Algorithm Configuration
on the TSP. 2023 IEEE Symposium Series on Computational Intelligence (SSCI),
361–368. https://doi.org/10.1109/SSCI52147.2023.10372008
bibtex: '@inproceedings{Seiler_Rook_Heins_Preuß_Bossek_Trautmann, title={Using Reinforcement
Learning for Per-Instance Algorithm Configuration on the TSP}, DOI={10.1109/SSCI52147.2023.10372008},
booktitle={2023 IEEE Symposium Series on Computational Intelligence (SSCI)}, author={Seiler,
Moritz and Rook, Jeroen and Heins, Jonathan and Preuß, Oliver Ludger and Bossek,
Jakob and Trautmann, Heike}, pages={361–368} }'
chicago: Seiler, Moritz, Jeroen Rook, Jonathan Heins, Oliver Ludger Preuß, Jakob
Bossek, and Heike Trautmann. “Using Reinforcement Learning for Per-Instance Algorithm
Configuration on the TSP.” In 2023 IEEE Symposium Series on Computational Intelligence
(SSCI), 361–68, n.d. https://doi.org/10.1109/SSCI52147.2023.10372008.
ieee: 'M. Seiler, J. Rook, J. Heins, O. L. Preuß, J. Bossek, and H. Trautmann, “Using
Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP,” in
2023 IEEE Symposium Series on Computational Intelligence (SSCI), pp. 361–368,
doi: 10.1109/SSCI52147.2023.10372008.'
mla: Seiler, Moritz, et al. “Using Reinforcement Learning for Per-Instance Algorithm
Configuration on the TSP.” 2023 IEEE Symposium Series on Computational Intelligence
(SSCI), pp. 361–68, doi:10.1109/SSCI52147.2023.10372008.
short: 'M. Seiler, J. Rook, J. Heins, O.L. Preuß, J. Bossek, H. Trautmann, in: 2023
IEEE Symposium Series on Computational Intelligence (SSCI), n.d., pp. 361–368.'
date_created: 2023-11-14T15:59:01Z
date_updated: 2024-06-10T11:56:58Z
department:
- _id: '819'
doi: 10.1109/SSCI52147.2023.10372008
extern: '1'
language:
- iso: eng
page: 361 - 368
publication: 2023 IEEE Symposium Series on Computational Intelligence (SSCI)
publication_status: accepted
status: public
title: Using Reinforcement Learning for Per-Instance Algorithm Configuration on the
TSP
type: conference
user_id: '15504'
year: '2023'
...
---
_id: '54838'
author:
- first_name: Septimus
full_name: Boshoff, Septimus
last_name: Boshoff
- first_name: Jan
full_name: Stenner, Jan
id: '65520'
last_name: Stenner
- first_name: Daniel
full_name: Weber, Daniel
id: '24041'
last_name: Weber
orcid: 0000-0003-3367-5998
- first_name: Marvin
full_name: Meyer, Marvin
last_name: Meyer
- first_name: Vikas
full_name: Chidananda, Vikas
last_name: Chidananda
- first_name: Sebastian
full_name: Peitz, Sebastian
id: '47427'
last_name: Peitz
orcid: 0000-0002-3389-793X
- first_name: Oliver
full_name: Wallscheid, Oliver
id: '11291'
last_name: Wallscheid
orcid: https://orcid.org/0000-0001-9362-8777
citation:
ama: 'Boshoff S, Stenner J, Weber D, et al. Hybrid control of interconnected power
converters using both expert-driven droop and data-driven reinforcement learning
approaches. In: IEEE Power and Energy Student Summit (PESS). VDE; 2023:124-129.'
apa: Boshoff, S., Stenner, J., Weber, D., Meyer, M., Chidananda, V., Peitz, S.,
& Wallscheid, O. (2023). Hybrid control of interconnected power converters
using both expert-driven droop and data-driven reinforcement learning approaches.
IEEE Power and Energy Student Summit (PESS), 124–129.
bibtex: '@inproceedings{Boshoff_Stenner_Weber_Meyer_Chidananda_Peitz_Wallscheid_2023,
title={Hybrid control of interconnected power converters using both expert-driven
droop and data-driven reinforcement learning approaches}, booktitle={IEEE Power
and Energy Student Summit (PESS)}, publisher={VDE}, author={Boshoff, Septimus
and Stenner, Jan and Weber, Daniel and Meyer, Marvin and Chidananda, Vikas and
Peitz, Sebastian and Wallscheid, Oliver}, year={2023}, pages={124–129} }'
chicago: Boshoff, Septimus, Jan Stenner, Daniel Weber, Marvin Meyer, Vikas Chidananda,
Sebastian Peitz, and Oliver Wallscheid. “Hybrid Control of Interconnected Power
Converters Using Both Expert-Driven Droop and Data-Driven Reinforcement Learning
Approaches.” In IEEE Power and Energy Student Summit (PESS), 124–29. VDE,
2023.
ieee: S. Boshoff et al., “Hybrid control of interconnected power converters
using both expert-driven droop and data-driven reinforcement learning approaches,”
in IEEE Power and Energy Student Summit (PESS), 2023, pp. 124–129.
mla: Boshoff, Septimus, et al. “Hybrid Control of Interconnected Power Converters
Using Both Expert-Driven Droop and Data-Driven Reinforcement Learning Approaches.”
IEEE Power and Energy Student Summit (PESS), VDE, 2023, pp. 124–29.
short: 'S. Boshoff, J. Stenner, D. Weber, M. Meyer, V. Chidananda, S. Peitz, O.
Wallscheid, in: IEEE Power and Energy Student Summit (PESS), VDE, 2023, pp. 124–129.'
date_created: 2024-06-21T07:12:10Z
date_updated: 2024-06-21T08:28:45Z
department:
- _id: '655'
- _id: '52'
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/10564542
page: 124-129
project:
- _id: '286'
grant_number: 01IS20164
name: 'DARE: DARE: Trainings-, Validierungs- und Benchmarkwerkzeuge zur Entwicklung
datengetriebener Betriebs- und Regelungsverfahren für intelligente, lokale Energiesysteme'
publication: IEEE Power and Energy Student Summit (PESS)
publication_identifier:
isbn:
- 978-3-8007-6318-4
publisher: VDE
status: public
title: Hybrid control of interconnected power converters using both expert-driven
droop and data-driven reinforcement learning approaches
type: conference
user_id: '47427'
year: '2023'
...
---
_id: '54839'
author:
- first_name: Marvin
full_name: Meyer, Marvin
last_name: Meyer
- first_name: Daniel
full_name: Weber, Daniel
id: '24041'
last_name: Weber
orcid: 0000-0003-3367-5998
- first_name: Vikas
full_name: Chidananda, Vikas
last_name: Chidananda
- first_name: Oliver
full_name: Schweins, Oliver
last_name: Schweins
- first_name: Jan
full_name: Stenner, Jan
id: '65520'
last_name: Stenner
- first_name: Septimus
full_name: Boshoff, Septimus
last_name: Boshoff
- first_name: Sebastian
full_name: Peitz, Sebastian
id: '47427'
last_name: Peitz
orcid: 0000-0002-3389-793X
- first_name: Oliver
full_name: Wallscheid, Oliver
id: '11291'
last_name: Wallscheid
orcid: https://orcid.org/0000-0001-9362-8777
citation:
ama: 'Meyer M, Weber D, Chidananda V, et al. ElectricGrid.jl – Automated modeling
of decentralized electrical energy grids. In: IEEE Power and Energy Student
Summit (PESS). VDE; 2023:112-117.'
apa: Meyer, M., Weber, D., Chidananda, V., Schweins, O., Stenner, J., Boshoff, S.,
Peitz, S., & Wallscheid, O. (2023). ElectricGrid.jl – Automated modeling of
decentralized electrical energy grids. IEEE Power and Energy Student Summit
(PESS), 112–117.
bibtex: '@inproceedings{Meyer_Weber_Chidananda_Schweins_Stenner_Boshoff_Peitz_Wallscheid_2023,
title={ElectricGrid.jl – Automated modeling of decentralized electrical energy
grids}, booktitle={IEEE Power and Energy Student Summit (PESS)}, publisher={VDE},
author={Meyer, Marvin and Weber, Daniel and Chidananda, Vikas and Schweins, Oliver
and Stenner, Jan and Boshoff, Septimus and Peitz, Sebastian and Wallscheid, Oliver},
year={2023}, pages={112–117} }'
chicago: Meyer, Marvin, Daniel Weber, Vikas Chidananda, Oliver Schweins, Jan Stenner,
Septimus Boshoff, Sebastian Peitz, and Oliver Wallscheid. “ElectricGrid.Jl – Automated
Modeling of Decentralized Electrical Energy Grids.” In IEEE Power and Energy
Student Summit (PESS), 112–17. VDE, 2023.
ieee: M. Meyer et al., “ElectricGrid.jl – Automated modeling of decentralized
electrical energy grids,” in IEEE Power and Energy Student Summit (PESS),
2023, pp. 112–117.
mla: Meyer, Marvin, et al. “ElectricGrid.Jl – Automated Modeling of Decentralized
Electrical Energy Grids.” IEEE Power and Energy Student Summit (PESS),
VDE, 2023, pp. 112–17.
short: 'M. Meyer, D. Weber, V. Chidananda, O. Schweins, J. Stenner, S. Boshoff,
S. Peitz, O. Wallscheid, in: IEEE Power and Energy Student Summit (PESS), VDE,
2023, pp. 112–117.'
date_created: 2024-06-21T07:13:11Z
date_updated: 2024-06-21T08:28:35Z
department:
- _id: '655'
- _id: '52'
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/10564557
page: 112-117
project:
- _id: '286'
grant_number: 01IS20164
name: 'DARE: DARE: Trainings-, Validierungs- und Benchmarkwerkzeuge zur Entwicklung
datengetriebener Betriebs- und Regelungsverfahren für intelligente, lokale Energiesysteme'
publication: IEEE Power and Energy Student Summit (PESS)
publication_identifier:
isbn:
- 978-3-8007-6318-4
publisher: VDE
status: public
title: ElectricGrid.jl – Automated modeling of decentralized electrical energy grids
type: conference
user_id: '47427'
year: '2023'
...
---
_id: '46467'
author:
- first_name: Joshua J.
full_name: Daymude, Joshua J.
last_name: Daymude
- first_name: Andréa W.
full_name: Richa, Andréa W.
last_name: Richa
- first_name: Christian
full_name: Scheideler, Christian
id: '20792'
last_name: Scheideler
citation:
ama: 'Daymude JJ, Richa AW, Scheideler C. The canonical amoebot model: algorithms
and concurrency control. Distributed Comput. 2023;36(2):159–192. doi:10.1007/s00446-023-00443-3'
apa: 'Daymude, J. J., Richa, A. W., & Scheideler, C. (2023). The canonical amoebot
model: algorithms and concurrency control. Distributed Comput., 36(2),
159–192. https://doi.org/10.1007/s00446-023-00443-3'
bibtex: '@article{Daymude_Richa_Scheideler_2023, title={The canonical amoebot model:
algorithms and concurrency control}, volume={36}, DOI={10.1007/s00446-023-00443-3},
number={2}, journal={Distributed Comput.}, author={Daymude, Joshua J. and Richa,
Andréa W. and Scheideler, Christian}, year={2023}, pages={159–192} }'
chicago: 'Daymude, Joshua J., Andréa W. Richa, and Christian Scheideler. “The Canonical
Amoebot Model: Algorithms and Concurrency Control.” Distributed Comput.
36, no. 2 (2023): 159–192. https://doi.org/10.1007/s00446-023-00443-3.'
ieee: 'J. J. Daymude, A. W. Richa, and C. Scheideler, “The canonical amoebot model:
algorithms and concurrency control,” Distributed Comput., vol. 36, no.
2, pp. 159–192, 2023, doi: 10.1007/s00446-023-00443-3.'
mla: 'Daymude, Joshua J., et al. “The Canonical Amoebot Model: Algorithms and Concurrency
Control.” Distributed Comput., vol. 36, no. 2, 2023, pp. 159–192, doi:10.1007/s00446-023-00443-3.'
short: J.J. Daymude, A.W. Richa, C. Scheideler, Distributed Comput. 36 (2023) 159–192.
date_created: 2023-08-10T05:34:08Z
date_updated: 2024-07-05T07:01:06Z
department:
- _id: '79'
doi: 10.1007/s00446-023-00443-3
intvolume: ' 36'
issue: '2'
language:
- iso: eng
page: 159–192
publication: Distributed Comput.
status: public
title: 'The canonical amoebot model: algorithms and concurrency control'
type: journal_article
user_id: '15504'
volume: 36
year: '2023'
...
---
_id: '45863'
abstract:
- lang: eng
text: "In the proposal for our CRC in 2011, we formulated a vision of markets for\r\nIT
services that describes an approach to the provision of such services\r\nthat
was novel at that time and, to a large extent, remains so today:\r\n„Our vision
of on-the-fly computing is that of IT services individually and\r\nautomatically
configured and brought to execution from flexibly combinable\r\nservices traded
on markets. At the same time, we aim at organizing\r\nmarkets whose participants
maintain a lively market of services through\r\nappropriate entrepreneurial actions.“\r\nOver
the last 12 years, we have developed methods and techniques to\r\naddress problems
critical to the convenient, efficient, and secure use of\r\non-the-fly computing.
Among other things, we have made the description\r\nof services more convenient
by allowing natural language input,\r\nincreased the quality of configured services
through (natural language)\r\ninteraction and more efficient configuration processes
and analysis\r\nprocedures, made the quality of (the products of) providers in
the\r\nmarketplace transparent through reputation systems, and increased the\r\nresource
efficiency of execution through reconfigurable heterogeneous\r\ncomputing nodes
and an integrated treatment of service description and\r\nconfiguration. We have
also developed network infrastructures that have\r\na high degree of adaptivity,
scalability, efficiency, and reliability, and\r\nprovide cryptographic guarantees
of anonymity and security for market\r\nparticipants and their products and services.\r\nTo
demonstrate the pervasiveness of the OTF computing approach, we\r\nhave implemented
a proof-of-concept for OTF computing that can run\r\ntypical scenarios of an OTF
market. We illustrated the approach using\r\na cutting-edge application scenario
– automated machine learning (AutoML).\r\nFinally, we have been pushing our work
for the perpetuation of\r\nOn-The-Fly Computing beyond the SFB and sharing the
expertise gained\r\nin the SFB in events with industry partners as well as transfer
projects.\r\nThis work required a broad spectrum of expertise. Computer scientists\r\nand
economists with research interests such as computer networks and\r\ndistributed
algorithms, security and cryptography, software engineering\r\nand verification,
configuration and machine learning, computer engineering\r\nand HPC, microeconomics
and game theory, business informatics\r\nand management have successfully collaborated
here."
alternative_title:
- Collaborative Research Centre 901 (2011 – 2023)
author:
- first_name: Claus-Jochen
full_name: Haake, Claus-Jochen
id: '20801'
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
id: '15523'
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
id: '3900'
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H. On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Heinz
Nixdorf Institut, Universität Paderborn; 2023. doi:10.17619/UNIPB/1-1797
apa: Haake, C.-J., Meyer auf der Heide, F., Platzner, M., Wachsmuth, H., & Wehrheim,
H. (2023). On-The-Fly Computing -- Individualized IT-services in dynamic markets
(Vol. 412). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.17619/UNIPB/1-1797
bibtex: '@book{Haake_Meyer auf der Heide_Platzner_Wachsmuth_Wehrheim_2023, place={Paderborn},
series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={On-The-Fly
Computing -- Individualized IT-services in dynamic markets}, volume={412}, DOI={10.17619/UNIPB/1-1797}, publisher={Heinz
Nixdorf Institut, Universität Paderborn}, author={Haake, Claus-Jochen and Meyer
auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim,
Heike}, year={2023}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
}'
chicago: 'Haake, Claus-Jochen, Friedhelm Meyer auf der Heide, Marco Platzner, Henning
Wachsmuth, and Heike Wehrheim. On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets. Vol. 412. Verlagsschriftenreihe Des Heinz Nixdorf Instituts.
Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.17619/UNIPB/1-1797.'
ieee: 'C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim,
On-The-Fly Computing -- Individualized IT-services in dynamic markets,
vol. 412. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023.'
mla: Haake, Claus-Jochen, et al. On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets. Heinz Nixdorf Institut, Universität Paderborn, 2023, doi:10.17619/UNIPB/1-1797.
short: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim,
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
Institut, Universität Paderborn, Paderborn, 2023.
date_created: 2023-07-05T07:16:51Z
date_updated: 2024-07-12T12:07:59Z
ddc:
- '000'
department:
- _id: '7'
- _id: '78'
- _id: '26'
doi: 10.17619/UNIPB/1-1797
file:
- access_level: open_access
content_type: application/pdf
creator: ups
date_created: 2023-07-05T07:15:55Z
date_updated: 2023-07-05T07:19:14Z
file_id: '45864'
file_name: SFB-Buch-Final.pdf
file_size: 15480050
relation: main_file
file_date_updated: 2023-07-05T07:19:14Z
has_accepted_license: '1'
intvolume: ' 412'
language:
- iso: eng
oa: '1'
page: '247'
place: Paderborn
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
- _id: '2'
name: 'SFB 901 - A: SFB 901 - Project Area A'
- _id: '3'
name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '4'
name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '82'
name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '5'
grant_number: '160364472'
name: 'SFB 901 - A1: SFB 901 - Möglichkeiten und Grenzen lokaler Strategien in dynamischen
Netzen (Subproject A1)'
- _id: '7'
grant_number: '160364472'
name: 'SFB 901 - A3: SFB 901 - Der Markt für Services: Anreize, Algorithmen, Implementation
(Subproject A3)'
- _id: '8'
grant_number: '160364472'
name: 'SFB 901 - A4: SFB 901 - Empirische Analysen in Märkten für OTF Dienstleistungen
(Subproject A4)'
- _id: '9'
grant_number: '160364472'
name: 'SFB 901 - B1: SFB 901 - Parametrisierte Servicespezifikation (Subproject
B1)'
- _id: '10'
grant_number: '160364472'
name: 'SFB 901 - B2: Konfiguration und Bewertung (B02)'
- _id: '11'
name: 'SFB 901 - B3: SFB 901 - Subproject B3'
- _id: '12'
name: 'SFB 901 - B4: SFB 901 - Subproject B4'
- _id: '13'
grant_number: '160364472'
name: 'SFB 901 - C1: SFB 901 - Subproject C1'
- _id: '14'
grant_number: '160364472'
name: 'SFB 901 - C2: SFB 901 - On-The-Fly Compute Centers I: Heterogene Ausführungsumgebungen
(Subproject C2)'
- _id: '16'
grant_number: '160364472'
name: 'SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter
Dienste in konfigurierbaren Rechenzentren (Subproject C4)'
- _id: '17'
name: 'SFB 901 - C5: SFB 901 - Subproject C5'
- _id: '83'
name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '84'
grant_number: '160364472'
name: 'SFB 901 - T2: SFB 901 -Subproject T2'
publication_identifier:
unknown:
- 978-3-947647-31-6
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: On-The-Fly Computing -- Individualized IT-services in dynamic markets
type: book
user_id: '1112'
volume: 412
year: '2023'
...
---
_id: '55406'
abstract:
- lang: eng
text: Metaphorical language, such as {“}spending time together{”}, projects meaning
from a source domain (here, $money$) to a target domain ($time$). Thereby, it
highlights certain aspects of the target domain, such as the $effort$ behind the
time investment. Highlighting aspects with metaphors (while hiding others) bridges
the two domains and is the core of metaphorical meaning construction. For metaphor
interpretation, linguistic theories stress that identifying the highlighted aspects
is important for a better understanding of metaphors. However, metaphor research
in NLP has not yet dealt with the phenomenon of highlighting. In this paper, we
introduce the task of identifying the main aspect highlighted in a metaphorical
sentence. Given the inherent interaction of source domains and highlighted aspects,
we propose two multitask approaches - a joint learning approach and a continual
learning approach - based on a finetuned contrastive learning model to jointly
predict highlighted aspects and source domains. We further investigate whether
(predicted) information about a source domain leads to better performance in predicting
the highlighted aspects, and vice versa. Our experiments on an existing corpus
suggest that, with the corresponding information, the performance to predict the
other improves in terms of model accuracy in predicting highlighted aspects and
source domains notably compared to the single-task baselines.
author:
- first_name: Meghdut
full_name: Sengupta, Meghdut
id: '99459'
last_name: Sengupta
- first_name: Milad
full_name: Alshomary, Milad
id: '73059'
last_name: Alshomary
- first_name: Ingrid
full_name: Scharlau, Ingrid
id: '451'
last_name: Scharlau
orcid: 0000-0003-2364-9489
- first_name: Henning
full_name: Wachsmuth, Henning
id: '3900'
last_name: Wachsmuth
citation:
ama: 'Sengupta M, Alshomary M, Scharlau I, Wachsmuth H. Modeling Highlighting of
Metaphors in Multitask Contrastive Learning Paradigms. In: Bouamor H, Pino J,
Bali K, eds. Findings of the Association for Computational Linguistics: EMNLP
2023. Association for Computational Linguistics; 2023:4636–4659. doi:10.18653/v1/2023.findings-emnlp.308'
apa: 'Sengupta, M., Alshomary, M., Scharlau, I., & Wachsmuth, H. (2023). Modeling
Highlighting of Metaphors in Multitask Contrastive Learning Paradigms. In H. Bouamor,
J. Pino, & K. Bali (Eds.), Findings of the Association for Computational
Linguistics: EMNLP 2023 (pp. 4636–4659). Association for Computational Linguistics.
https://doi.org/10.18653/v1/2023.findings-emnlp.308'
bibtex: '@inproceedings{Sengupta_Alshomary_Scharlau_Wachsmuth_2023, place={Singapore},
title={Modeling Highlighting of Metaphors in Multitask Contrastive Learning Paradigms},
DOI={10.18653/v1/2023.findings-emnlp.308},
booktitle={Findings of the Association for Computational Linguistics: EMNLP 2023},
publisher={Association for Computational Linguistics}, author={Sengupta, Meghdut
and Alshomary, Milad and Scharlau, Ingrid and Wachsmuth, Henning}, editor={Bouamor,
Houda and Pino, Juan and Bali, Kalika}, year={2023}, pages={4636–4659} }'
chicago: 'Sengupta, Meghdut, Milad Alshomary, Ingrid Scharlau, and Henning Wachsmuth.
“Modeling Highlighting of Metaphors in Multitask Contrastive Learning Paradigms.”
In Findings of the Association for Computational Linguistics: EMNLP 2023,
edited by Houda Bouamor, Juan Pino, and Kalika Bali, 4636–4659. Singapore: Association
for Computational Linguistics, 2023. https://doi.org/10.18653/v1/2023.findings-emnlp.308.'
ieee: 'M. Sengupta, M. Alshomary, I. Scharlau, and H. Wachsmuth, “Modeling Highlighting
of Metaphors in Multitask Contrastive Learning Paradigms,” in Findings of the
Association for Computational Linguistics: EMNLP 2023, 2023, pp. 4636–4659,
doi: 10.18653/v1/2023.findings-emnlp.308.'
mla: 'Sengupta, Meghdut, et al. “Modeling Highlighting of Metaphors in Multitask
Contrastive Learning Paradigms.” Findings of the Association for Computational
Linguistics: EMNLP 2023, edited by Houda Bouamor et al., Association for Computational
Linguistics, 2023, pp. 4636–4659, doi:10.18653/v1/2023.findings-emnlp.308.'
short: 'M. Sengupta, M. Alshomary, I. Scharlau, H. Wachsmuth, in: H. Bouamor, J.
Pino, K. Bali (Eds.), Findings of the Association for Computational Linguistics:
EMNLP 2023, Association for Computational Linguistics, Singapore, 2023, pp. 4636–4659.'
date_created: 2024-07-26T13:09:20Z
date_updated: 2024-07-26T13:19:53Z
department:
- _id: '600'
- _id: '660'
doi: 10.18653/v1/2023.findings-emnlp.308
editor:
- first_name: Houda
full_name: Bouamor, Houda
last_name: Bouamor
- first_name: Juan
full_name: Pino, Juan
last_name: Pino
- first_name: Kalika
full_name: Bali, Kalika
last_name: Bali
language:
- iso: eng
page: 4636–4659
place: Singapore
project:
- _id: '127'
name: 'TRR 318 - C4: TRR 318 - Subproject C4 - Metaphern als Werkzeug des Erklärens'
publication: 'Findings of the Association for Computational Linguistics: EMNLP 2023'
publisher: Association for Computational Linguistics
status: public
title: Modeling Highlighting of Metaphors in Multitask Contrastive Learning Paradigms
type: conference
user_id: '3900'
year: '2023'
...
---
_id: '54997'
author:
- first_name: Anni-Yasmin
full_name: Turhan, Anni-Yasmin
last_name: Turhan
citation:
ama: 'Turhan A-Y. Brushing-up DLs to Cope with Imperfect Data (Abstract of Joint
DL+NMR Invited Talk). In: Kutz O, Lutz C, Ozaki A, eds. Proceedings of the
36th International Workshop on Description Logics {(DL} 2023) Co-Located with
the 20th International Conference on Principles of Knowledge Representation and
Reasoning and the 21st International Workshop on Non-Monotonic Reasoning {(KR}
2023 and NMR 2023)., Rhodes, Greece, September 2-4, 2023. Vol 3515. CEUR Workshop
Proceedings. CEUR-WS.org; 2023.'
apa: Turhan, A.-Y. (2023). Brushing-up DLs to Cope with Imperfect Data (Abstract
of Joint DL+NMR Invited Talk). In O. Kutz, C. Lutz, & A. Ozaki (Eds.), Proceedings
of the 36th International Workshop on Description Logics {(DL} 2023) co-located
with the 20th International Conference on Principles of Knowledge Representation
and Reasoning and the 21st International Workshop on Non-Monotonic Reasoning {(KR}
2023 and NMR 2023)., Rhodes, Greece, September 2-4, 2023 (Vol. 3515). CEUR-WS.org.
bibtex: '@inproceedings{Turhan_2023, series={CEUR Workshop Proceedings}, title={Brushing-up
DLs to Cope with Imperfect Data (Abstract of Joint DL+NMR Invited Talk)}, volume={3515},
booktitle={Proceedings of the 36th International Workshop on Description Logics
{(DL} 2023) co-located with the 20th International Conference on Principles of
Knowledge Representation and Reasoning and the 21st International Workshop on
Non-Monotonic Reasoning {(KR} 2023 and NMR 2023)., Rhodes, Greece, September 2-4,
2023}, publisher={CEUR-WS.org}, author={Turhan, Anni-Yasmin}, editor={Kutz, Oliver
and Lutz, Carsten and Ozaki, Ana}, year={2023}, collection={CEUR Workshop Proceedings}
}'
chicago: Turhan, Anni-Yasmin. “Brushing-up DLs to Cope with Imperfect Data (Abstract
of Joint DL+NMR Invited Talk).” In Proceedings of the 36th International Workshop
on Description Logics {(DL} 2023) Co-Located with the 20th International Conference
on Principles of Knowledge Representation and Reasoning and the 21st International
Workshop on Non-Monotonic Reasoning {(KR} 2023 and NMR 2023)., Rhodes, Greece,
September 2-4, 2023, edited by Oliver Kutz, Carsten Lutz, and Ana Ozaki, Vol.
3515. CEUR Workshop Proceedings. CEUR-WS.org, 2023.
ieee: A.-Y. Turhan, “Brushing-up DLs to Cope with Imperfect Data (Abstract of Joint
DL+NMR Invited Talk),” in Proceedings of the 36th International Workshop on
Description Logics {(DL} 2023) co-located with the 20th International Conference
on Principles of Knowledge Representation and Reasoning and the 21st International
Workshop on Non-Monotonic Reasoning {(KR} 2023 and NMR 2023)., Rhodes, Greece,
September 2-4, 2023, 2023, vol. 3515.
mla: Turhan, Anni-Yasmin. “Brushing-up DLs to Cope with Imperfect Data (Abstract
of Joint DL+NMR Invited Talk).” Proceedings of the 36th International Workshop
on Description Logics {(DL} 2023) Co-Located with the 20th International Conference
on Principles of Knowledge Representation and Reasoning and the 21st International
Workshop on Non-Monotonic Reasoning {(KR} 2023 and NMR 2023)., Rhodes, Greece,
September 2-4, 2023, edited by Oliver Kutz et al., vol. 3515, CEUR-WS.org,
2023.
short: 'A.-Y. Turhan, in: O. Kutz, C. Lutz, A. Ozaki (Eds.), Proceedings of the
36th International Workshop on Description Logics {(DL} 2023) Co-Located with
the 20th International Conference on Principles of Knowledge Representation and
Reasoning and the 21st International Workshop on Non-Monotonic Reasoning {(KR}
2023 and NMR 2023)., Rhodes, Greece, September 2-4, 2023, CEUR-WS.org, 2023.'
date_created: 2024-07-03T09:09:00Z
date_updated: 2024-08-01T11:17:17Z
department:
- _id: '888'
editor:
- first_name: Oliver
full_name: Kutz, Oliver
last_name: Kutz
- first_name: Carsten
full_name: Lutz, Carsten
last_name: Lutz
- first_name: Ana
full_name: Ozaki, Ana
last_name: Ozaki
intvolume: ' 3515'
language:
- iso: eng
publication: Proceedings of the 36th International Workshop on Description Logics
{(DL} 2023) co-located with the 20th International Conference on Principles of Knowledge
Representation and Reasoning and the 21st International Workshop on Non-Monotonic
Reasoning {(KR} 2023 and NMR 2023)., Rhodes, Greece, September 2-4, 2023
publisher: CEUR-WS.org
series_title: CEUR Workshop Proceedings
status: public
title: Brushing-up DLs to Cope with Imperfect Data (Abstract of Joint DL+NMR Invited
Talk)
type: conference
user_id: '9503'
volume: 3515
year: '2023'
...
---
_id: '37553'
author:
- first_name: Elena
full_name: Schrader, Elena
last_name: Schrader
- first_name: Ruslan
full_name: Bernijazov, Ruslan
last_name: Bernijazov
- first_name: Marc
full_name: Foullois, Marc
last_name: Foullois
- first_name: Michael
full_name: Hillebrand, Michael
last_name: Hillebrand
- first_name: Lydia
full_name: Kaiser, Lydia
last_name: Kaiser
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Schrader E, Bernijazov R, Foullois M, Hillebrand M, Kaiser L, Dumitrescu R.
Examples of AI-based Assistance Systems in context of Model-Based Systems Engineering.
In: 2022 IEEE International Symposium on Systems Engineering (ISSE). IEEE;
2023. doi:10.1109/isse54508.2022.10005487'
apa: Schrader, E., Bernijazov, R., Foullois, M., Hillebrand, M., Kaiser, L., &
Dumitrescu, R. (2023). Examples of AI-based Assistance Systems in context of Model-Based
Systems Engineering. 2022 IEEE International Symposium on Systems Engineering
(ISSE). https://doi.org/10.1109/isse54508.2022.10005487
bibtex: '@inproceedings{Schrader_Bernijazov_Foullois_Hillebrand_Kaiser_Dumitrescu_2023,
title={Examples of AI-based Assistance Systems in context of Model-Based Systems
Engineering}, DOI={10.1109/isse54508.2022.10005487},
booktitle={2022 IEEE International Symposium on Systems Engineering (ISSE)}, publisher={IEEE},
author={Schrader, Elena and Bernijazov, Ruslan and Foullois, Marc and Hillebrand,
Michael and Kaiser, Lydia and Dumitrescu, Roman}, year={2023} }'
chicago: Schrader, Elena, Ruslan Bernijazov, Marc Foullois, Michael Hillebrand,
Lydia Kaiser, and Roman Dumitrescu. “Examples of AI-Based Assistance Systems in
Context of Model-Based Systems Engineering.” In 2022 IEEE International Symposium
on Systems Engineering (ISSE). IEEE, 2023. https://doi.org/10.1109/isse54508.2022.10005487.
ieee: 'E. Schrader, R. Bernijazov, M. Foullois, M. Hillebrand, L. Kaiser, and R.
Dumitrescu, “Examples of AI-based Assistance Systems in context of Model-Based
Systems Engineering,” 2023, doi: 10.1109/isse54508.2022.10005487.'
mla: Schrader, Elena, et al. “Examples of AI-Based Assistance Systems in Context
of Model-Based Systems Engineering.” 2022 IEEE International Symposium on Systems
Engineering (ISSE), IEEE, 2023, doi:10.1109/isse54508.2022.10005487.
short: 'E. Schrader, R. Bernijazov, M. Foullois, M. Hillebrand, L. Kaiser, R. Dumitrescu,
in: 2022 IEEE International Symposium on Systems Engineering (ISSE), IEEE, 2023.'
date_created: 2023-01-19T10:39:14Z
date_updated: 2023-01-19T10:43:05Z
department:
- _id: '563'
doi: 10.1109/isse54508.2022.10005487
language:
- iso: eng
publication: 2022 IEEE International Symposium on Systems Engineering (ISSE)
publication_status: published
publisher: IEEE
status: public
title: Examples of AI-based Assistance Systems in context of Model-Based Systems Engineering
type: conference
user_id: '15782'
year: '2023'
...
---
_id: '35426'
author:
- first_name: Cedric
full_name: Richter, Cedric
id: '50003'
last_name: Richter
- first_name: Jan Frederik
full_name: Haltermann, Jan Frederik
id: '44413'
last_name: Haltermann
- first_name: Marie-Christine
full_name: Jakobs, Marie-Christine
last_name: Jakobs
- first_name: Felix
full_name: Pauck, Felix
id: '22398'
last_name: Pauck
- first_name: Stefan
full_name: Schott, Stefan
id: '54847'
last_name: Schott
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Richter C, Haltermann JF, Jakobs M-C, Pauck F, Schott S, Wehrheim H. Are Neural
Bug Detectors Comparable to Software Developers on Variable Misuse Bugs? In: 37th
IEEE/ACM International Conference on Automated Software Engineering. ACM;
2023. doi:10.1145/3551349.3561156'
apa: Richter, C., Haltermann, J. F., Jakobs, M.-C., Pauck, F., Schott, S., &
Wehrheim, H. (2023). Are Neural Bug Detectors Comparable to Software Developers
on Variable Misuse Bugs? 37th IEEE/ACM International Conference on Automated
Software Engineering. https://doi.org/10.1145/3551349.3561156
bibtex: '@inproceedings{Richter_Haltermann_Jakobs_Pauck_Schott_Wehrheim_2023, title={Are
Neural Bug Detectors Comparable to Software Developers on Variable Misuse Bugs?},
DOI={10.1145/3551349.3561156},
booktitle={37th IEEE/ACM International Conference on Automated Software Engineering},
publisher={ACM}, author={Richter, Cedric and Haltermann, Jan Frederik and Jakobs,
Marie-Christine and Pauck, Felix and Schott, Stefan and Wehrheim, Heike}, year={2023}
}'
chicago: Richter, Cedric, Jan Frederik Haltermann, Marie-Christine Jakobs, Felix
Pauck, Stefan Schott, and Heike Wehrheim. “Are Neural Bug Detectors Comparable
to Software Developers on Variable Misuse Bugs?” In 37th IEEE/ACM International
Conference on Automated Software Engineering. ACM, 2023. https://doi.org/10.1145/3551349.3561156.
ieee: 'C. Richter, J. F. Haltermann, M.-C. Jakobs, F. Pauck, S. Schott, and H. Wehrheim,
“Are Neural Bug Detectors Comparable to Software Developers on Variable Misuse
Bugs?,” 2023, doi: 10.1145/3551349.3561156.'
mla: Richter, Cedric, et al. “Are Neural Bug Detectors Comparable to Software Developers
on Variable Misuse Bugs?” 37th IEEE/ACM International Conference on Automated
Software Engineering, ACM, 2023, doi:10.1145/3551349.3561156.
short: 'C. Richter, J.F. Haltermann, M.-C. Jakobs, F. Pauck, S. Schott, H. Wehrheim,
in: 37th IEEE/ACM International Conference on Automated Software Engineering,
ACM, 2023.'
date_created: 2023-01-09T06:28:44Z
date_updated: 2023-01-19T13:50:18Z
department:
- _id: '77'
doi: 10.1145/3551349.3561156
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://doi.org/10.1145/3551349.3561156
oa: '1'
project:
- _id: '3'
name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
name: 'SFB 901 - B4: SFB 901 - Subproject B4'
- _id: '1'
name: 'SFB 901: SFB 901'
publication: 37th IEEE/ACM International Conference on Automated Software Engineering
publication_status: published
publisher: ACM
status: public
title: Are Neural Bug Detectors Comparable to Software Developers on Variable Misuse
Bugs?
type: conference
user_id: '477'
year: '2023'
...
---
_id: '36848'
author:
- first_name: Stefan
full_name: Schott, Stefan
id: '54847'
last_name: Schott
- first_name: Felix
full_name: Pauck, Felix
id: '22398'
last_name: Pauck
citation:
ama: 'Schott S, Pauck F. Benchmark Fuzzing for Android Taint Analyses. In: 2022
IEEE 22nd International Working Conference on Source Code Analysis and Manipulation
(SCAM). IEEE; 2023. doi:10.1109/scam55253.2022.00007'
apa: Schott, S., & Pauck, F. (2023). Benchmark Fuzzing for Android Taint Analyses.
2022 IEEE 22nd International Working Conference on Source Code Analysis and
Manipulation (SCAM). https://doi.org/10.1109/scam55253.2022.00007
bibtex: '@inproceedings{Schott_Pauck_2023, title={Benchmark Fuzzing for Android
Taint Analyses}, DOI={10.1109/scam55253.2022.00007},
booktitle={2022 IEEE 22nd International Working Conference on Source Code Analysis
and Manipulation (SCAM)}, publisher={IEEE}, author={Schott, Stefan and Pauck,
Felix}, year={2023} }'
chicago: Schott, Stefan, and Felix Pauck. “Benchmark Fuzzing for Android Taint Analyses.”
In 2022 IEEE 22nd International Working Conference on Source Code Analysis
and Manipulation (SCAM). IEEE, 2023. https://doi.org/10.1109/scam55253.2022.00007.
ieee: 'S. Schott and F. Pauck, “Benchmark Fuzzing for Android Taint Analyses,” 2023,
doi: 10.1109/scam55253.2022.00007.'
mla: Schott, Stefan, and Felix Pauck. “Benchmark Fuzzing for Android Taint Analyses.”
2022 IEEE 22nd International Working Conference on Source Code Analysis and
Manipulation (SCAM), IEEE, 2023, doi:10.1109/scam55253.2022.00007.
short: 'S. Schott, F. Pauck, in: 2022 IEEE 22nd International Working Conference
on Source Code Analysis and Manipulation (SCAM), IEEE, 2023.'
date_created: 2023-01-16T07:17:12Z
date_updated: 2023-01-19T13:49:06Z
department:
- _id: '77'
doi: 10.1109/scam55253.2022.00007
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/10006876
project:
- _id: '107'
name: 'SFB 901 - T3: SFB 901 -Subproject T3'
- _id: '82'
name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '1'
name: 'SFB 901: SFB 901'
publication: 2022 IEEE 22nd International Working Conference on Source Code Analysis
and Manipulation (SCAM)
publication_status: published
publisher: IEEE
status: public
title: Benchmark Fuzzing for Android Taint Analyses
type: conference
user_id: '477'
year: '2023'
...
---
_id: '35427'
author:
- first_name: Felix
full_name: Pauck, Felix
id: '22398'
last_name: Pauck
citation:
ama: 'Pauck F. Scaling Arbitrary Android App Analyses. In: 37th IEEE/ACM International
Conference on Automated Software Engineering. ACM; 2023. doi:10.1145/3551349.3561339'
apa: Pauck, F. (2023). Scaling Arbitrary Android App Analyses. 37th IEEE/ACM
International Conference on Automated Software Engineering. https://doi.org/10.1145/3551349.3561339
bibtex: '@inproceedings{Pauck_2023, title={Scaling Arbitrary Android App Analyses},
DOI={10.1145/3551349.3561339},
booktitle={37th IEEE/ACM International Conference on Automated Software Engineering},
publisher={ACM}, author={Pauck, Felix}, year={2023} }'
chicago: Pauck, Felix. “Scaling Arbitrary Android App Analyses.” In 37th IEEE/ACM
International Conference on Automated Software Engineering. ACM, 2023. https://doi.org/10.1145/3551349.3561339.
ieee: 'F. Pauck, “Scaling Arbitrary Android App Analyses,” 2023, doi: 10.1145/3551349.3561339.'
mla: Pauck, Felix. “Scaling Arbitrary Android App Analyses.” 37th IEEE/ACM International
Conference on Automated Software Engineering, ACM, 2023, doi:10.1145/3551349.3561339.
short: 'F. Pauck, in: 37th IEEE/ACM International Conference on Automated Software
Engineering, ACM, 2023.'
date_created: 2023-01-09T06:32:33Z
date_updated: 2023-01-19T13:49:52Z
department:
- _id: '77'
doi: 10.1145/3551349.3561339
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://doi.org/10.1145/3551349.3561339
oa: '1'
project:
- _id: '1'
name: 'SFB 901: SFB 901'
- _id: '3'
name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
name: 'SFB 901 - B4: SFB 901 - Subproject B4'
publication: 37th IEEE/ACM International Conference on Automated Software Engineering
publication_status: published
publisher: ACM
status: public
title: Scaling Arbitrary Android App Analyses
type: conference
user_id: '477'
year: '2023'
...
---
_id: '40440'
author:
- first_name: Matthias
full_name: Pilot, Matthias
last_name: Pilot
citation:
ama: Pilot M. Updatable Privacy-Preserving Reputation System Based on Blockchain.;
2023.
apa: Pilot, M. (2023). Updatable Privacy-Preserving Reputation System based on
Blockchain.
bibtex: '@book{Pilot_2023, title={Updatable Privacy-Preserving Reputation System
based on Blockchain}, author={Pilot, Matthias}, year={2023} }'
chicago: Pilot, Matthias. Updatable Privacy-Preserving Reputation System Based
on Blockchain, 2023.
ieee: M. Pilot, Updatable Privacy-Preserving Reputation System based on Blockchain.
2023.
mla: Pilot, Matthias. Updatable Privacy-Preserving Reputation System Based on
Blockchain. 2023.
short: M. Pilot, Updatable Privacy-Preserving Reputation System Based on Blockchain,
2023.
date_created: 2023-01-26T16:07:19Z
date_updated: 2023-01-26T16:08:11Z
department:
- _id: '7'
- _id: '64'
extern: '1'
language:
- iso: eng
project:
- _id: '1'
name: 'SFB 901: SFB 901'
- _id: '4'
name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '13'
name: 'SFB 901 - C1: SFB 901 - Subproject C1'
status: public
supervisor:
- first_name: Johannes
full_name: Blömer, Johannes
id: '23'
last_name: Blömer
title: Updatable Privacy-Preserving Reputation System based on Blockchain
type: mastersthesis
user_id: '27207'
year: '2023'
...
---
_id: '40511'
author:
- first_name: Sven
full_name: Hüsing, Sven
id: '58465'
last_name: Hüsing
- first_name: Carsten
full_name: Schulte, Carsten
id: '60311'
last_name: Schulte
- first_name: Felix
full_name: Winkelnkemper, Felix
id: '3117'
last_name: Winkelnkemper
citation:
ama: 'Hüsing S, Schulte C, Winkelnkemper F. Epistemic Programming. In: Computer
Science Education. Bloomsbury Academic; 2023. doi:10.5040/9781350296947.ch-022'
apa: Hüsing, S., Schulte, C., & Winkelnkemper, F. (2023). Epistemic Programming.
In Computer Science Education. Bloomsbury Academic. https://doi.org/10.5040/9781350296947.ch-022
bibtex: '@inbook{Hüsing_Schulte_Winkelnkemper_2023, title={Epistemic Programming},
DOI={10.5040/9781350296947.ch-022},
booktitle={Computer Science Education}, publisher={Bloomsbury Academic}, author={Hüsing,
Sven and Schulte, Carsten and Winkelnkemper, Felix}, year={2023} }'
chicago: Hüsing, Sven, Carsten Schulte, and Felix Winkelnkemper. “Epistemic Programming.”
In Computer Science Education. Bloomsbury Academic, 2023. https://doi.org/10.5040/9781350296947.ch-022.
ieee: S. Hüsing, C. Schulte, and F. Winkelnkemper, “Epistemic Programming,” in Computer
Science Education, Bloomsbury Academic, 2023.
mla: Hüsing, Sven, et al. “Epistemic Programming.” Computer Science Education,
Bloomsbury Academic, 2023, doi:10.5040/9781350296947.ch-022.
short: 'S. Hüsing, C. Schulte, F. Winkelnkemper, in: Computer Science Education,
Bloomsbury Academic, 2023.'
date_created: 2023-01-27T12:25:37Z
date_updated: 2023-01-27T12:26:06Z
department:
- _id: '67'
doi: 10.5040/9781350296947.ch-022
language:
- iso: eng
publication: Computer Science Education
publication_identifier:
isbn:
- '9781350296916'
- '9781350296909'
- '9781350296930'
- '9781350296923'
- '9781350296947'
publication_status: published
publisher: Bloomsbury Academic
status: public
title: Epistemic Programming
type: book_chapter
user_id: '58465'
year: '2023'
...