---
_id: '63575'
author:
- first_name: Sourabh
full_name: Kapoor, Sourabh
last_name: Kapoor
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Michael
full_name: Röder, Michael
id: '67199'
last_name: Röder
orcid: https://orcid.org/0000-0002-8609-8277
- first_name: Caglar
full_name: Demir, Caglar
id: '43817'
last_name: Demir
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
citation:
ama: 'Kapoor S, Sharma A, Röder M, Demir C, Ngonga Ngomo A-C. Robustness Evaluation
of Knowledge Graph Embedding Models Under Non-targeted Attacks. In: Lecture
Notes in Computer Science. Springer Nature Switzerland; 2025. doi:10.1007/978-3-031-94575-5_15'
apa: Kapoor, S., Sharma, A., Röder, M., Demir, C., & Ngonga Ngomo, A.-C. (2025).
Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted Attacks.
Lecture Notes in Computer Science. https://doi.org/10.1007/978-3-031-94575-5_15
bibtex: '@inproceedings{Kapoor_Sharma_Röder_Demir_Ngonga Ngomo_2025, place={Cham},
title={Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted
Attacks}, DOI={10.1007/978-3-031-94575-5_15},
booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland},
author={Kapoor, Sourabh and Sharma, Arnab and Röder, Michael and Demir, Caglar
and Ngonga Ngomo, Axel-Cyrille}, year={2025} }'
chicago: 'Kapoor, Sourabh, Arnab Sharma, Michael Röder, Caglar Demir, and Axel-Cyrille
Ngonga Ngomo. “Robustness Evaluation of Knowledge Graph Embedding Models Under
Non-Targeted Attacks.” In Lecture Notes in Computer Science. Cham: Springer
Nature Switzerland, 2025. https://doi.org/10.1007/978-3-031-94575-5_15.'
ieee: 'S. Kapoor, A. Sharma, M. Röder, C. Demir, and A.-C. Ngonga Ngomo, “Robustness
Evaluation of Knowledge Graph Embedding Models Under Non-targeted Attacks,” 2025,
doi: 10.1007/978-3-031-94575-5_15.'
mla: Kapoor, Sourabh, et al. “Robustness Evaluation of Knowledge Graph Embedding
Models Under Non-Targeted Attacks.” Lecture Notes in Computer Science,
Springer Nature Switzerland, 2025, doi:10.1007/978-3-031-94575-5_15.
short: 'S. Kapoor, A. Sharma, M. Röder, C. Demir, A.-C. Ngonga Ngomo, in: Lecture
Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.'
date_created: 2026-01-12T17:24:11Z
date_updated: 2026-01-12T17:24:49Z
department:
- _id: '574'
- _id: '923'
doi: 10.1007/978-3-031-94575-5_15
language:
- iso: eng
place: Cham
publication: Lecture Notes in Computer Science
publication_identifier:
isbn:
- '9783031945748'
- '9783031945755'
issn:
- 0302-9743
- 1611-3349
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted
Attacks
type: conference
user_id: '67199'
year: '2025'
...
---
_id: '63573'
author:
- first_name: Adel
full_name: Memariani, Adel
last_name: Memariani
- first_name: Michael
full_name: Röder, Michael
id: '67199'
last_name: Röder
orcid: https://orcid.org/0000-0002-8609-8277
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Caglar
full_name: Demir, Caglar
id: '43817'
last_name: Demir
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
citation:
ama: 'Memariani A, Röder M, Sharma A, Demir C, Ngonga Ngomo A-C. Link Prediction
Under Non-targeted Attacks: Do Soft Labels Always Help? In: Lecture Notes in
Computer Science. Springer Nature Switzerland; 2025. doi:10.1007/978-3-032-09527-5_6'
apa: 'Memariani, A., Röder, M., Sharma, A., Demir, C., & Ngonga Ngomo, A.-C.
(2025). Link Prediction Under Non-targeted Attacks: Do Soft Labels Always Help?
Lecture Notes in Computer Science. https://doi.org/10.1007/978-3-032-09527-5_6'
bibtex: '@inproceedings{Memariani_Röder_Sharma_Demir_Ngonga Ngomo_2025, place={Cham},
title={Link Prediction Under Non-targeted Attacks: Do Soft Labels Always Help?},
DOI={10.1007/978-3-032-09527-5_6},
booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland},
author={Memariani, Adel and Röder, Michael and Sharma, Arnab and Demir, Caglar
and Ngonga Ngomo, Axel-Cyrille}, year={2025} }'
chicago: 'Memariani, Adel, Michael Röder, Arnab Sharma, Caglar Demir, and Axel-Cyrille
Ngonga Ngomo. “Link Prediction Under Non-Targeted Attacks: Do Soft Labels Always
Help?” In Lecture Notes in Computer Science. Cham: Springer Nature Switzerland,
2025. https://doi.org/10.1007/978-3-032-09527-5_6.'
ieee: 'A. Memariani, M. Röder, A. Sharma, C. Demir, and A.-C. Ngonga Ngomo, “Link
Prediction Under Non-targeted Attacks: Do Soft Labels Always Help?,” 2025, doi:
10.1007/978-3-032-09527-5_6.'
mla: 'Memariani, Adel, et al. “Link Prediction Under Non-Targeted Attacks: Do Soft
Labels Always Help?” Lecture Notes in Computer Science, Springer Nature
Switzerland, 2025, doi:10.1007/978-3-032-09527-5_6.'
short: 'A. Memariani, M. Röder, A. Sharma, C. Demir, A.-C. Ngonga Ngomo, in: Lecture
Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.'
date_created: 2026-01-12T17:18:35Z
date_updated: 2026-01-12T17:24:46Z
department:
- _id: '574'
- _id: '923'
doi: 10.1007/978-3-032-09527-5_6
language:
- iso: eng
place: Cham
publication: Lecture Notes in Computer Science
publication_identifier:
isbn:
- '9783032095268'
- '9783032095275'
issn:
- 0302-9743
- 1611-3349
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: 'Link Prediction Under Non-targeted Attacks: Do Soft Labels Always Help?'
type: conference
user_id: '67199'
year: '2025'
...
---
_id: '58054'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Daniel
full_name: Leite, Daniel
id: '103844'
last_name: Leite
orcid: 0000-0003-3135-2933
- first_name: Caglar
full_name: Demir, Caglar
last_name: Demir
- first_name: Axel-Cyrille Ngonga
full_name: Ngomo, Axel-Cyrille Ngonga
last_name: Ngomo
citation:
ama: 'Sharma A, Leite D, Demir C, Ngomo A-CN. Trading-Off Interpretability and Accuracy
in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees.
In: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE;
2024. doi:10.1109/fuzz-ieee60900.2024.10611982'
apa: 'Sharma, A., Leite, D., Demir, C., & Ngomo, A.-C. N. (2024). Trading-Off
Interpretability and Accuracy in Medical Applications: A Study Toward Optimal
Explainability of Hoeffding Trees. 2024 IEEE International Conference on Fuzzy
Systems (FUZZ-IEEE). https://doi.org/10.1109/fuzz-ieee60900.2024.10611982'
bibtex: '@inproceedings{Sharma_Leite_Demir_Ngomo_2024, title={Trading-Off Interpretability
and Accuracy in Medical Applications: A Study Toward Optimal Explainability of
Hoeffding Trees}, DOI={10.1109/fuzz-ieee60900.2024.10611982},
booktitle={2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)}, publisher={IEEE},
author={Sharma, Arnab and Leite, Daniel and Demir, Caglar and Ngomo, Axel-Cyrille
Ngonga}, year={2024} }'
chicago: 'Sharma, Arnab, Daniel Leite, Caglar Demir, and Axel-Cyrille Ngonga Ngomo.
“Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward
Optimal Explainability of Hoeffding Trees.” In 2024 IEEE International Conference
on Fuzzy Systems (FUZZ-IEEE). IEEE, 2024. https://doi.org/10.1109/fuzz-ieee60900.2024.10611982.'
ieee: 'A. Sharma, D. Leite, C. Demir, and A.-C. N. Ngomo, “Trading-Off Interpretability
and Accuracy in Medical Applications: A Study Toward Optimal Explainability of
Hoeffding Trees,” 2024, doi: 10.1109/fuzz-ieee60900.2024.10611982.'
mla: 'Sharma, Arnab, et al. “Trading-Off Interpretability and Accuracy in Medical
Applications: A Study Toward Optimal Explainability of Hoeffding Trees.” 2024
IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024, doi:10.1109/fuzz-ieee60900.2024.10611982.'
short: 'A. Sharma, D. Leite, C. Demir, A.-C.N. Ngomo, in: 2024 IEEE International
Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.'
date_created: 2025-01-06T12:21:09Z
date_updated: 2025-01-07T20:00:14Z
doi: 10.1109/fuzz-ieee60900.2024.10611982
language:
- iso: eng
publication: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
publication_status: published
publisher: IEEE
status: public
title: 'Trading-Off Interpretability and Accuracy in Medical Applications: A Study
Toward Optimal Explainability of Hoeffding Trees'
type: conference
user_id: '67200'
year: '2024'
...
---
_id: '58053'
author:
- first_name: Daniel
full_name: Leite, Daniel
id: '103844'
last_name: Leite
orcid: 0000-0003-3135-2933
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Caglar
full_name: Demir, Caglar
last_name: Demir
- first_name: Axel-Cyrille
full_name: Ngomo, Axel-Cyrille
last_name: Ngomo
citation:
ama: 'Leite D, Sharma A, Demir C, Ngomo A-C. Interpretability Index Based on Balanced
Volumes for Transparent Models and Agnostic Explainers. In: 2024 IEEE International
Conference on Fuzzy Systems (FUZZ-IEEE). IEEE; 2024. doi:10.1109/fuzz-ieee60900.2024.10611937'
apa: Leite, D., Sharma, A., Demir, C., & Ngomo, A.-C. (2024). Interpretability
Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.
2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). https://doi.org/10.1109/fuzz-ieee60900.2024.10611937
bibtex: '@inproceedings{Leite_Sharma_Demir_Ngomo_2024, title={Interpretability Index
Based on Balanced Volumes for Transparent Models and Agnostic Explainers}, DOI={10.1109/fuzz-ieee60900.2024.10611937},
booktitle={2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)}, publisher={IEEE},
author={Leite, Daniel and Sharma, Arnab and Demir, Caglar and Ngomo, Axel-Cyrille},
year={2024} }'
chicago: Leite, Daniel, Arnab Sharma, Caglar Demir, and Axel-Cyrille Ngomo. “Interpretability
Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.”
In 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE,
2024. https://doi.org/10.1109/fuzz-ieee60900.2024.10611937.
ieee: 'D. Leite, A. Sharma, C. Demir, and A.-C. Ngomo, “Interpretability Index Based
on Balanced Volumes for Transparent Models and Agnostic Explainers,” 2024, doi:
10.1109/fuzz-ieee60900.2024.10611937.'
mla: Leite, Daniel, et al. “Interpretability Index Based on Balanced Volumes for
Transparent Models and Agnostic Explainers.” 2024 IEEE International Conference
on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024, doi:10.1109/fuzz-ieee60900.2024.10611937.
short: 'D. Leite, A. Sharma, C. Demir, A.-C. Ngomo, in: 2024 IEEE International
Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.'
date_created: 2025-01-06T12:20:56Z
date_updated: 2025-01-07T20:00:29Z
doi: 10.1109/fuzz-ieee60900.2024.10611937
language:
- iso: eng
publication: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
publication_status: published
publisher: IEEE
status: public
title: Interpretability Index Based on Balanced Volumes for Transparent Models and
Agnostic Explainers
type: conference
user_id: '67200'
year: '2024'
...
---
_id: '58049'
abstract:
- lang: eng
text: In recent years, knowledge graph embedding models have been successfully applied
in the transductive setting to tackle various challenging tasks including link
prediction, and query answering. Yet, the transductive setting does not allow
for reasoning over unseen entities, relations, let alone numerical or non-numerical
literals. Although increasing efforts are put into exploring inductive scenarios,
inference over unseen entities, relations, and literals has yet to come. This
limitation prohibits the existing methods from handling real-world dynamic knowledge
graphs involving heterogeneous information about the world. Here, we propose a
remedy to this limitation. We propose the attentive byte-pair encoding layer (BytE)
to construct a triple embedding from a sequence of byte-pair encoded subword units
of entities and relations. Compared to the conventional setting, BytE leads to
massive feature reuse via weight tying, since it forces a knowledge graph embedding
model to learn embeddings for subword units instead of entities and relations
directly. Consequently, the size of the embedding matrices are not anymore bound
to the unique number of entities and relations of a knowledge graph. Experimental
results show that BytE improves the link prediction performance of 4 knowledge
graph embedding models on datasets where the syntactic representations of triples
are semantically meaningful. However, benefits of training a knowledge graph embedding
model with BytE dissipate on knowledge graphs where entities and relations are
represented with plain numbers or URIs. We provide an open source implementation
of BytE to foster reproducible research.
author:
- first_name: Caglar
full_name: Demir, Caglar
id: '43817'
last_name: Demir
- first_name: N'Dah Jean
full_name: KOUAGOU, N'Dah Jean
id: '87189'
last_name: KOUAGOU
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
citation:
ama: Demir C, KOUAGOU NJ, Sharma A, Ngonga Ngomo A-C. Inference over Unseen Entities,
Relations and Literals on Knowledge Graphs. Arxiv. Published online 2024.
doi:10.48550/ARXIV.2410.06742
apa: Demir, C., KOUAGOU, N. J., Sharma, A., & Ngonga Ngomo, A.-C. (2024). Inference
over Unseen Entities, Relations and Literals on Knowledge Graphs. Arxiv.
https://doi.org/10.48550/ARXIV.2410.06742
bibtex: '@article{Demir_KOUAGOU_Sharma_Ngonga Ngomo_2024, title={Inference over
Unseen Entities, Relations and Literals on Knowledge Graphs}, DOI={10.48550/ARXIV.2410.06742},
journal={Arxiv}, author={Demir, Caglar and KOUAGOU, N’Dah Jean and Sharma, Arnab
and Ngonga Ngomo, Axel-Cyrille}, year={2024} }'
chicago: Demir, Caglar, N’Dah Jean KOUAGOU, Arnab Sharma, and Axel-Cyrille Ngonga
Ngomo. “Inference over Unseen Entities, Relations and Literals on Knowledge Graphs.”
Arxiv, 2024. https://doi.org/10.48550/ARXIV.2410.06742.
ieee: 'C. Demir, N. J. KOUAGOU, A. Sharma, and A.-C. Ngonga Ngomo, “Inference over
Unseen Entities, Relations and Literals on Knowledge Graphs,” Arxiv, 2024,
doi: 10.48550/ARXIV.2410.06742.'
mla: Demir, Caglar, et al. “Inference over Unseen Entities, Relations and Literals
on Knowledge Graphs.” Arxiv, 2024, doi:10.48550/ARXIV.2410.06742.
short: C. Demir, N.J. KOUAGOU, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
date_created: 2025-01-06T12:19:39Z
date_updated: 2025-01-07T20:01:36Z
doi: 10.48550/ARXIV.2410.06742
language:
- iso: eng
publication: Arxiv
status: public
title: Inference over Unseen Entities, Relations and Literals on Knowledge Graphs
type: journal_article
user_id: '67200'
year: '2024'
...
---
_id: '58052'
author:
- first_name: Daniel
full_name: Leite, Daniel
id: '103844'
last_name: Leite
orcid: 0000-0003-3135-2933
- first_name: Alisson
full_name: Silva, Alisson
last_name: Silva
- first_name: Gabriella
full_name: Casalino, Gabriella
last_name: Casalino
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Danielle
full_name: Fortunato, Danielle
last_name: Fortunato
- first_name: Axel-Cyrille
full_name: Ngomo, Axel-Cyrille
last_name: Ngomo
citation:
ama: 'Leite D, Silva A, Casalino G, Sharma A, Fortunato D, Ngomo A-C. EGNN-C+: Interpretable
Evolving Granular Neural Network and Application in Classification of Weakly-Supervised
EEG Data Streams. In: 2024 IEEE International Conference on Evolving and Adaptive
Intelligent Systems (EAIS). IEEE; 2024. doi:10.1109/eais58494.2024.10570033'
apa: 'Leite, D., Silva, A., Casalino, G., Sharma, A., Fortunato, D., & Ngomo,
A.-C. (2024). EGNN-C+: Interpretable Evolving Granular Neural Network and Application
in Classification of Weakly-Supervised EEG Data Streams. 2024 IEEE International
Conference on Evolving and Adaptive Intelligent Systems (EAIS). https://doi.org/10.1109/eais58494.2024.10570033'
bibtex: '@inproceedings{Leite_Silva_Casalino_Sharma_Fortunato_Ngomo_2024, title={EGNN-C+:
Interpretable Evolving Granular Neural Network and Application in Classification
of Weakly-Supervised EEG Data Streams}, DOI={10.1109/eais58494.2024.10570033},
booktitle={2024 IEEE International Conference on Evolving and Adaptive Intelligent
Systems (EAIS)}, publisher={IEEE}, author={Leite, Daniel and Silva, Alisson and
Casalino, Gabriella and Sharma, Arnab and Fortunato, Danielle and Ngomo, Axel-Cyrille},
year={2024} }'
chicago: 'Leite, Daniel, Alisson Silva, Gabriella Casalino, Arnab Sharma, Danielle
Fortunato, and Axel-Cyrille Ngomo. “EGNN-C+: Interpretable Evolving Granular Neural
Network and Application in Classification of Weakly-Supervised EEG Data Streams.”
In 2024 IEEE International Conference on Evolving and Adaptive Intelligent
Systems (EAIS). IEEE, 2024. https://doi.org/10.1109/eais58494.2024.10570033.'
ieee: 'D. Leite, A. Silva, G. Casalino, A. Sharma, D. Fortunato, and A.-C. Ngomo,
“EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification
of Weakly-Supervised EEG Data Streams,” 2024, doi: 10.1109/eais58494.2024.10570033.'
mla: 'Leite, Daniel, et al. “EGNN-C+: Interpretable Evolving Granular Neural Network
and Application in Classification of Weakly-Supervised EEG Data Streams.” 2024
IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS),
IEEE, 2024, doi:10.1109/eais58494.2024.10570033.'
short: 'D. Leite, A. Silva, G. Casalino, A. Sharma, D. Fortunato, A.-C. Ngomo, in:
2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems
(EAIS), IEEE, 2024.'
date_created: 2025-01-06T12:20:43Z
date_updated: 2025-01-07T20:00:43Z
doi: 10.1109/eais58494.2024.10570033
language:
- iso: eng
publication: 2024 IEEE International Conference on Evolving and Adaptive Intelligent
Systems (EAIS)
publication_status: published
publisher: IEEE
status: public
title: 'EGNN-C+: Interpretable Evolving Granular Neural Network and Application in
Classification of Weakly-Supervised EEG Data Streams'
type: conference
user_id: '67200'
year: '2024'
...
---
_id: '58048'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: N'Dah Jean
full_name: KOUAGOU, N'Dah Jean
id: '87189'
last_name: KOUAGOU
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
citation:
ama: Sharma A, KOUAGOU NJ, Ngonga Ngomo A-C. Resilience in Knowledge Graph Embeddings.
Arxiv. Published online 2024. doi:10.48550/ARXIV.2410.21163
apa: Sharma, A., KOUAGOU, N. J., & Ngonga Ngomo, A.-C. (2024). Resilience in
Knowledge Graph Embeddings. Arxiv. https://doi.org/10.48550/ARXIV.2410.21163
bibtex: '@article{Sharma_KOUAGOU_Ngonga Ngomo_2024, title={Resilience in Knowledge
Graph Embeddings}, DOI={10.48550/ARXIV.2410.21163},
journal={Arxiv}, author={Sharma, Arnab and KOUAGOU, N’Dah Jean and Ngonga Ngomo,
Axel-Cyrille}, year={2024} }'
chicago: Sharma, Arnab, N’Dah Jean KOUAGOU, and Axel-Cyrille Ngonga Ngomo. “Resilience
in Knowledge Graph Embeddings.” Arxiv, 2024. https://doi.org/10.48550/ARXIV.2410.21163.
ieee: 'A. Sharma, N. J. KOUAGOU, and A.-C. Ngonga Ngomo, “Resilience in Knowledge
Graph Embeddings,” Arxiv, 2024, doi: 10.48550/ARXIV.2410.21163.'
mla: Sharma, Arnab, et al. “Resilience in Knowledge Graph Embeddings.” Arxiv,
2024, doi:10.48550/ARXIV.2410.21163.
short: A. Sharma, N.J. KOUAGOU, A.-C. Ngonga Ngomo, Arxiv (2024).
date_created: 2025-01-06T12:19:17Z
date_updated: 2025-01-07T20:01:18Z
doi: 10.48550/ARXIV.2410.21163
language:
- iso: eng
publication: Arxiv
status: public
title: Resilience in Knowledge Graph Embeddings
type: journal_article
user_id: '67200'
year: '2024'
...
---
_id: '58051'
author:
- first_name: Caglar
full_name: Demir, Caglar
id: '43817'
last_name: Demir
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
citation:
ama: Demir C, Sharma A, Ngonga Ngomo A-C. Adaptive Stochastic Weight Averaging.
arxiv. Published online 2024. doi:10.48550/ARXIV.2406.19092
apa: Demir, C., Sharma, A., & Ngonga Ngomo, A.-C. (2024). Adaptive Stochastic
Weight Averaging. Arxiv. https://doi.org/10.48550/ARXIV.2406.19092
bibtex: '@article{Demir_Sharma_Ngonga Ngomo_2024, title={Adaptive Stochastic Weight
Averaging}, DOI={10.48550/ARXIV.2406.19092},
journal={arxiv}, author={Demir, Caglar and Sharma, Arnab and Ngonga Ngomo, Axel-Cyrille},
year={2024} }'
chicago: Demir, Caglar, Arnab Sharma, and Axel-Cyrille Ngonga Ngomo. “Adaptive Stochastic
Weight Averaging.” Arxiv, 2024. https://doi.org/10.48550/ARXIV.2406.19092.
ieee: 'C. Demir, A. Sharma, and A.-C. Ngonga Ngomo, “Adaptive Stochastic Weight
Averaging,” arxiv, 2024, doi: 10.48550/ARXIV.2406.19092.'
mla: Demir, Caglar, et al. “Adaptive Stochastic Weight Averaging.” Arxiv,
2024, doi:10.48550/ARXIV.2406.19092.
short: C. Demir, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
date_created: 2025-01-06T12:20:24Z
date_updated: 2025-01-07T20:00:53Z
doi: 10.48550/ARXIV.2406.19092
language:
- iso: eng
publication: arxiv
status: public
title: Adaptive Stochastic Weight Averaging
type: journal_article
user_id: '67200'
year: '2024'
...
---
_id: '45886'
author:
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
- first_name: Steffen
full_name: Becker, Steffen
last_name: Becker
- first_name: Matthias
full_name: Becker, Matthias
last_name: Becker
- first_name: Cedric
full_name: Richter, Cedric
id: '50003'
last_name: Richter
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
citation:
ama: 'Wehrheim H, Hüllermeier E, Becker S, Becker M, Richter C, Sharma A. Composition
Analysis in Unknown Contexts. In: Haake C-J, Meyer auf der Heide F, Platzner M,
Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts.
Heinz Nixdorf Institut, Universität Paderborn; 2023:105-123. doi:10.5281/zenodo.8068510'
apa: Wehrheim, H., Hüllermeier, E., Becker, S., Becker, M., Richter, C., & Sharma,
A. (2023). Composition Analysis in Unknown Contexts. In C.-J. Haake, F. Meyer
auf der Heide, M. Platzner, H. Wachsmuth, & H. Wehrheim (Eds.), On-The-Fly
Computing -- Individualized IT-services in dynamic markets (Vol. 412, pp.
105–123). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068510
bibtex: '@inbook{Wehrheim_Hüllermeier_Becker_Becker_Richter_Sharma_2023, place={Paderborn},
series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Composition
Analysis in Unknown Contexts}, volume={412}, DOI={10.5281/zenodo.8068510},
booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Wehrheim, Heike
and Hüllermeier, Eyke and Becker, Steffen and Becker, Matthias and Richter, Cedric
and Sharma, Arnab}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm
and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023},
pages={105–123}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
}'
chicago: 'Wehrheim, Heike, Eyke Hüllermeier, Steffen Becker, Matthias Becker, Cedric
Richter, and Arnab Sharma. “Composition Analysis in Unknown Contexts.” In On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen
Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike
Wehrheim, 412:105–23. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn:
Heinz Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.5281/zenodo.8068510.'
ieee: 'H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, and A. Sharma,
“Composition Analysis in Unknown Contexts,” in On-The-Fly Computing -- Individualized
IT-services in dynamic markets, vol. 412, C.-J. Haake, F. Meyer auf der Heide,
M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut,
Universität Paderborn, 2023, pp. 105–123.'
mla: Wehrheim, Heike, et al. “Composition Analysis in Unknown Contexts.” On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen
Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp.
105–23, doi:10.5281/zenodo.8068510.
short: 'H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, A. Sharma,
in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim
(Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 105–123.'
date_created: 2023-07-07T07:56:08Z
date_updated: 2023-07-07T11:19:40Z
ddc:
- '004'
department:
- _id: '7'
doi: 10.5281/zenodo.8068510
editor:
- first_name: Claus-Jochen
full_name: Haake, Claus-Jochen
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
file:
- access_level: open_access
content_type: application/pdf
creator: florida
date_created: 2023-07-07T07:55:57Z
date_updated: 2023-07-07T11:19:40Z
file_id: '45887'
file_name: B3-Chapter-SFB-Buch-Final.pdf
file_size: 370888
relation: main_file
file_date_updated: 2023-07-07T11:19:40Z
has_accepted_license: '1'
intvolume: ' 412'
language:
- iso: eng
oa: '1'
page: 105-123
place: Paderborn
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
- _id: '3'
name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '11'
name: 'SFB 901 - B3: SFB 901 - Subproject B3'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Composition Analysis in Unknown Contexts
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '58047'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
citation:
ama: Sharma A. Testing of Machine Learning Algorithms and Models.; 2023.
doi:http://oops.uni-oldenburg.de/5927
apa: Sharma, A. (2023). Testing of machine learning algorithms and models.
http://oops.uni-oldenburg.de/5927
bibtex: '@book{Sharma_2023, title={Testing of machine learning algorithms and models},
DOI={http://oops.uni-oldenburg.de/5927},
author={Sharma, Arnab}, year={2023} }'
chicago: Sharma, Arnab. Testing of Machine Learning Algorithms and Models,
2023. http://oops.uni-oldenburg.de/5927.
ieee: A. Sharma, Testing of machine learning algorithms and models. 2023.
mla: Sharma, Arnab. Testing of Machine Learning Algorithms and Models. 2023,
doi:http://oops.uni-oldenburg.de/5927.
short: A. Sharma, Testing of Machine Learning Algorithms and Models, 2023.
date_created: 2025-01-06T12:18:52Z
date_updated: 2025-01-07T12:30:13Z
doi: http://oops.uni-oldenburg.de/5927
extern: '1'
language:
- iso: eng
publication_status: published
status: public
supervisor:
- first_name: Heike
full_name: Wehrheim, Heike
last_name: Wehrheim
title: Testing of machine learning algorithms and models
type: dissertation
user_id: '67200'
year: '2023'
...
---
_id: '32311'
abstract:
- lang: eng
text: Testing is one of the most frequent means of quality assurance for software.
Property-based testing aims at generating test suites for checking code against
user-defined properties. Test input generation is, however, most often independent
of the property to be checked, and is instead based on random or user-defined
data generation.In this paper, we present property-driven unit testing of functions
with numerical inputs and outputs. Alike property-based testing, it allows users
to define the properties to be tested for. Contrary to property-based testing,
it also uses the property for a targeted generation of test inputs. Our approach
is a form of learning-based testing where we first of all learn a model of a given
black-box function using standard machine learning algorithms, and in a second
step use model and property for test input generation. This allows us to test
both predefined functions as well as machine learned regression models. Our experimental
evaluation shows that our property-driven approach is more effective than standard
property-based testing techniques.
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Vitaly
full_name: Melnikov, Vitaly
id: '58747'
last_name: Melnikov
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Sharma A, Melnikov V, Hüllermeier E, Wehrheim H. Property-Driven Testing of
Black-Box Functions. In: Proceedings of the 10th IEEE/ACM International Conference
on Formal Methods in Software Engineering (FormaliSE). IEEE; 2022:113-123.'
apa: Sharma, A., Melnikov, V., Hüllermeier, E., & Wehrheim, H. (2022). Property-Driven
Testing of Black-Box Functions. Proceedings of the 10th IEEE/ACM International
Conference on Formal Methods in Software Engineering (FormaliSE), 113–123.
bibtex: '@inproceedings{Sharma_Melnikov_Hüllermeier_Wehrheim_2022, title={Property-Driven
Testing of Black-Box Functions}, booktitle={Proceedings of the 10th IEEE/ACM International
Conference on Formal Methods in Software Engineering (FormaliSE)}, publisher={IEEE},
author={Sharma, Arnab and Melnikov, Vitaly and Hüllermeier, Eyke and Wehrheim,
Heike}, year={2022}, pages={113–123} }'
chicago: Sharma, Arnab, Vitaly Melnikov, Eyke Hüllermeier, and Heike Wehrheim. “Property-Driven
Testing of Black-Box Functions.” In Proceedings of the 10th IEEE/ACM International
Conference on Formal Methods in Software Engineering (FormaliSE), 113–23.
IEEE, 2022.
ieee: A. Sharma, V. Melnikov, E. Hüllermeier, and H. Wehrheim, “Property-Driven
Testing of Black-Box Functions,” in Proceedings of the 10th IEEE/ACM International
Conference on Formal Methods in Software Engineering (FormaliSE), 2022, pp.
113–123.
mla: Sharma, Arnab, et al. “Property-Driven Testing of Black-Box Functions.” Proceedings
of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering
(FormaliSE), IEEE, 2022, pp. 113–23.
short: 'A. Sharma, V. Melnikov, E. Hüllermeier, H. Wehrheim, in: Proceedings of
the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering
(FormaliSE), IEEE, 2022, pp. 113–123.'
date_created: 2022-07-01T11:18:03Z
date_updated: 2022-07-01T11:21:36Z
department:
- _id: '7'
language:
- iso: eng
page: 113-123
project:
- _id: '1'
name: 'SFB 901: SFB 901'
- _id: '3'
name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '11'
name: 'SFB 901 - B3: SFB 901 - Subproject B3'
publication: Proceedings of the 10th IEEE/ACM International Conference on Formal Methods
in Software Engineering (FormaliSE)
publisher: IEEE
status: public
title: Property-Driven Testing of Black-Box Functions
type: conference
user_id: '477'
year: '2022'
...
---
_id: '25213'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Caglar
full_name: Demir, Caglar
id: '43817'
last_name: Demir
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: Sharma A, Demir C, Ngonga Ngomo A-C, Wehrheim H. MLCheck- Property-Driven Testing
of Machine Learning Models. CoRR. 2021;abs/2105.00741.
apa: Sharma, A., Demir, C., Ngonga Ngomo, A.-C., & Wehrheim, H. (2021). MLCheck-
Property-Driven Testing of Machine Learning Models. CoRR, abs/2105.00741.
bibtex: '@article{Sharma_Demir_Ngonga Ngomo_Wehrheim_2021, title={MLCheck- Property-Driven
Testing of Machine Learning Models}, volume={abs/2105.00741}, journal={CoRR},
author={Sharma, Arnab and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille and Wehrheim,
Heike}, year={2021} }'
chicago: Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim.
“MLCheck- Property-Driven Testing of Machine Learning Models.” CoRR abs/2105.00741
(2021).
ieee: A. Sharma, C. Demir, A.-C. Ngonga Ngomo, and H. Wehrheim, “MLCheck- Property-Driven
Testing of Machine Learning Models,” CoRR, vol. abs/2105.00741, 2021.
mla: Sharma, Arnab, et al. “MLCheck- Property-Driven Testing of Machine Learning
Models.” CoRR, vol. abs/2105.00741, 2021.
short: A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, CoRR abs/2105.00741
(2021).
date_created: 2021-10-01T06:54:10Z
date_updated: 2022-01-06T06:56:55Z
department:
- _id: '574'
language:
- iso: eng
publication: CoRR
status: public
title: MLCheck- Property-Driven Testing of Machine Learning Models
type: journal_article
user_id: '65716'
volume: abs/2105.00741
year: '2021'
...
---
_id: '28350'
abstract:
- lang: eng
text: "In recent years, we observe an increasing amount of software with machine
learning components being deployed. This poses the question of quality assurance
for such components: how can we validate whether specified requirements are fulfilled
by a machine learned software? Current testing and verification approaches either
focus on a single requirement (e.g., fairness) or specialize on a single type
of machine learning model (e.g., neural networks).\r\nIn this paper, we propose
property-driven testing of machine learning models. Our approach MLCheck encompasses
(1) a language for property specification, and (2) a technique for systematic
test case generation. The specification language is comparable to property-based
testing languages. Test case generation employs advanced verification technology
for a systematic, property dependent construction of test suites, without additional
user supplied generator functions. We evaluate MLCheck using requirements and
data sets from three different application areas (software\r\ndiscrimination,
learning on knowledge graphs and security). Our evaluation shows that despite
its generality MLCheck can even outperform specialised testing approaches while
having a comparable runtime"
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Caglar
full_name: Demir, Caglar
id: '43817'
last_name: Demir
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Sharma A, Demir C, Ngonga Ngomo A-C, Wehrheim H. MLCHECK–Property-Driven Testing
of Machine Learning Classifiers. In: Proceedings of the 20th IEEE International
Conference on Machine Learning and Applications (ICMLA). IEEE.'
apa: Sharma, A., Demir, C., Ngonga Ngomo, A.-C., & Wehrheim, H. (n.d.). MLCHECK–Property-Driven
Testing of Machine Learning Classifiers. Proceedings of the 20th IEEE International
Conference on Machine Learning and Applications (ICMLA).
bibtex: '@inproceedings{Sharma_Demir_Ngonga Ngomo_Wehrheim, title={MLCHECK–Property-Driven
Testing of Machine Learning Classifiers}, booktitle={Proceedings of the 20th IEEE
International Conference on Machine Learning and Applications (ICMLA)}, publisher={IEEE},
author={Sharma, Arnab and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille and Wehrheim,
Heike} }'
chicago: Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim.
“MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” In Proceedings
of the 20th IEEE International Conference on Machine Learning and Applications
(ICMLA). IEEE, n.d.
ieee: A. Sharma, C. Demir, A.-C. Ngonga Ngomo, and H. Wehrheim, “MLCHECK–Property-Driven
Testing of Machine Learning Classifiers.”
mla: Sharma, Arnab, et al. “MLCHECK–Property-Driven Testing of Machine Learning
Classifiers.” Proceedings of the 20th IEEE International Conference on Machine
Learning and Applications (ICMLA), IEEE.
short: 'A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, in: Proceedings of
the 20th IEEE International Conference on Machine Learning and Applications (ICMLA),
IEEE, n.d.'
date_created: 2021-12-07T11:11:36Z
date_updated: 2022-01-06T06:58:02Z
department:
- _id: '7'
- _id: '77'
- _id: '574'
language:
- iso: eng
project:
- _id: '1'
name: SFB 901
- _id: '3'
name: SFB 901 - Project Area B
- _id: '11'
name: SFB 901 - Subproject B3
- _id: '10'
name: SFB 901 - Subproject B2
publication: Proceedings of the 20th IEEE International Conference on Machine Learning
and Applications (ICMLA)
publication_status: accepted
publisher: IEEE
status: public
title: MLCHECK–Property-Driven Testing of Machine Learning Classifiers
type: conference
user_id: '477'
year: '2021'
...
---
_id: '19656'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Sharma A, Wehrheim H. Automatic Fairness Testing of Machine Learning Models.
In: Proceedings of the 32th IFIP International Conference on Testing Software
and Systems (ICTSS). LNCS. Springer.'
apa: Sharma, A., & Wehrheim, H. (n.d.). Automatic Fairness Testing of Machine
Learning Models. In Proceedings of the 32th IFIP International Conference on
Testing Software and Systems (ICTSS). Springer.
bibtex: '@inproceedings{Sharma_Wehrheim, series={LNCS}, title={Automatic Fairness
Testing of Machine Learning Models}, booktitle={Proceedings of the 32th IFIP International
Conference on Testing Software and Systems (ICTSS)}, publisher={Springer}, author={Sharma,
Arnab and Wehrheim, Heike}, collection={LNCS} }'
chicago: Sharma, Arnab, and Heike Wehrheim. “Automatic Fairness Testing of Machine
Learning Models.” In Proceedings of the 32th IFIP International Conference
on Testing Software and Systems (ICTSS). LNCS. Springer, n.d.
ieee: A. Sharma and H. Wehrheim, “Automatic Fairness Testing of Machine Learning
Models,” in Proceedings of the 32th IFIP International Conference on Testing
Software and Systems (ICTSS).
mla: Sharma, Arnab, and Heike Wehrheim. “Automatic Fairness Testing of Machine Learning
Models.” Proceedings of the 32th IFIP International Conference on Testing Software
and Systems (ICTSS), Springer.
short: 'A. Sharma, H. Wehrheim, in: Proceedings of the 32th IFIP International Conference
on Testing Software and Systems (ICTSS), Springer, n.d.'
date_created: 2020-09-24T12:53:02Z
date_updated: 2022-01-06T06:54:09Z
department:
- _id: '7'
- _id: '77'
language:
- iso: eng
project:
- _id: '1'
name: SFB 901
- _id: '11'
name: SFB 901 - Subproject B3
- _id: '3'
name: SFB 901 - Project Area B
publication: Proceedings of the 32th IFIP International Conference on Testing Software
and Systems (ICTSS)
publication_status: accepted
publisher: Springer
series_title: LNCS
status: public
title: Automatic Fairness Testing of Machine Learning Models
type: conference
user_id: '477'
year: '2020'
...
---
_id: '20279'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: Sharma A, Wehrheim H. Testing Monotonicity of Machine Learning Models. CoRR.
2020;abs/2002.12278.
apa: Sharma, A., & Wehrheim, H. (2020). Testing Monotonicity of Machine Learning
Models. CoRR, abs/2002.12278.
bibtex: '@article{Sharma_Wehrheim_2020, title={Testing Monotonicity of Machine Learning
Models}, volume={abs/2002.12278}, journal={CoRR}, author={Sharma, Arnab and Wehrheim,
Heike}, year={2020} }'
chicago: Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning
Models.” CoRR abs/2002.12278 (2020).
ieee: A. Sharma and H. Wehrheim, “Testing Monotonicity of Machine Learning Models,”
CoRR, vol. abs/2002.12278, 2020.
mla: Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning
Models.” CoRR, vol. abs/2002.12278, 2020.
short: A. Sharma, H. Wehrheim, CoRR abs/2002.12278 (2020).
date_created: 2020-11-04T08:48:04Z
date_updated: 2022-01-06T06:54:25Z
department:
- _id: '77'
language:
- iso: eng
publication: CoRR
status: public
title: Testing Monotonicity of Machine Learning Models
type: journal_article
user_id: '29719'
volume: abs/2002.12278
year: '2020'
...
---
_id: '16724'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Sharma A, Wehrheim H. Higher Income, Larger Loan? Monotonicity Testing of
Machine Learning Models. In: Proceedings of the ACM SIGSOFT International Symposium
on Software Testing and Analysis (ISSTA). ACM.'
apa: Sharma, A., & Wehrheim, H. (n.d.). Higher Income, Larger Loan? Monotonicity
Testing of Machine Learning Models. In Proceedings of the ACM SIGSOFT International
Symposium on Software Testing and Analysis (ISSTA). ACM.
bibtex: '@inproceedings{Sharma_Wehrheim, title={Higher Income, Larger Loan? Monotonicity
Testing of Machine Learning Models}, booktitle={Proceedings of the ACM SIGSOFT
International Symposium on Software Testing and Analysis (ISSTA).}, publisher={ACM},
author={Sharma, Arnab and Wehrheim, Heike} }'
chicago: Sharma, Arnab, and Heike Wehrheim. “Higher Income, Larger Loan? Monotonicity
Testing of Machine Learning Models.” In Proceedings of the ACM SIGSOFT International
Symposium on Software Testing and Analysis (ISSTA). ACM, n.d.
ieee: A. Sharma and H. Wehrheim, “Higher Income, Larger Loan? Monotonicity Testing
of Machine Learning Models,” in Proceedings of the ACM SIGSOFT International
Symposium on Software Testing and Analysis (ISSTA).
mla: Sharma, Arnab, and Heike Wehrheim. “Higher Income, Larger Loan? Monotonicity
Testing of Machine Learning Models.” Proceedings of the ACM SIGSOFT International
Symposium on Software Testing and Analysis (ISSTA)., ACM.
short: 'A. Sharma, H. Wehrheim, in: Proceedings of the ACM SIGSOFT International
Symposium on Software Testing and Analysis (ISSTA)., ACM, n.d.'
date_created: 2020-04-19T14:01:53Z
date_updated: 2022-01-06T06:52:55Z
department:
- _id: '7'
- _id: '77'
language:
- iso: eng
project:
- _id: '1'
name: SFB 901
- _id: '3'
name: SFB 901 - Project Area B
- _id: '11'
name: SFB 901 - Subproject B3
publication: Proceedings of the ACM SIGSOFT International Symposium on Software Testing
and Analysis (ISSTA).
publication_status: accepted
publisher: ACM
status: public
title: Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models
type: conference
user_id: '477'
year: '2020'
...
---
_id: '3287'
abstract:
- lang: eng
text: "For optimal placement and orchestration of network services, it is crucial\r\nthat
their structure and semantics are specified clearly and comprehensively\r\nand
are available to an orchestrator. Existing specification approaches are\r\neither
ambiguous or miss important aspects regarding the behavior of virtual\r\nnetwork
functions (VNFs) forming a service. We propose to formally and\r\nunambiguously
specify the behavior of these functions and services using\r\nQueuing Petri Nets
(QPNs). QPNs are an established method that allows to\r\nexpress queuing, synchronization,
stochastically distributed processing delays,\r\nand changing traffic volume and
characteristics at each VNF. With QPNs,\r\nmultiple VNFs can be connected to complete
network services in any structure,\r\neven specifying bidirectional network services
containing loops.\r\n We discuss how management and orchestration systems can
benefit from our\r\nclear and comprehensive specification approach, leading to
better placement of\r\nVNFs and improved Quality of Service. Another benefit of
formally specifying\r\nnetwork services with QPNs are diverse analysis options,
which allow valuable\r\ninsights such as the distribution of end-to-end delay.
We propose a tool-based\r\nworkflow that supports the specification of network
services and the automatic\r\ngeneration of corresponding simulation code to enable
an in-depth analysis of\r\ntheir behavior and performance."
author:
- first_name: Stefan Balthasar
full_name: Schneider, Stefan Balthasar
id: '35343'
last_name: Schneider
orcid: 0000-0001-8210-4011
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Schneider SB, Sharma A, Karl H, Wehrheim H. Specifying and Analyzing Virtual
Network Services Using Queuing Petri Nets. In: 2019 IFIP/IEEE International
Symposium on Integrated Network Management (IM). Washington, DC, USA: IFIP;
2019:116--124.'
apa: 'Schneider, S. B., Sharma, A., Karl, H., & Wehrheim, H. (2019). Specifying
and Analyzing Virtual Network Services Using Queuing Petri Nets. In 2019 IFIP/IEEE
International Symposium on Integrated Network Management (IM) (pp. 116--124).
Washington, DC, USA: IFIP.'
bibtex: '@inproceedings{Schneider_Sharma_Karl_Wehrheim_2019, place={Washington,
DC, USA}, title={Specifying and Analyzing Virtual Network Services Using Queuing
Petri Nets}, booktitle={2019 IFIP/IEEE International Symposium on Integrated Network
Management (IM)}, publisher={IFIP}, author={Schneider, Stefan Balthasar and Sharma,
Arnab and Karl, Holger and Wehrheim, Heike}, year={2019}, pages={116--124} }'
chicago: 'Schneider, Stefan Balthasar, Arnab Sharma, Holger Karl, and Heike Wehrheim.
“Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.”
In 2019 IFIP/IEEE International Symposium on Integrated Network Management
(IM), 116--124. Washington, DC, USA: IFIP, 2019.'
ieee: S. B. Schneider, A. Sharma, H. Karl, and H. Wehrheim, “Specifying and Analyzing
Virtual Network Services Using Queuing Petri Nets,” in 2019 IFIP/IEEE International
Symposium on Integrated Network Management (IM), Washington, DC, USA, 2019,
pp. 116--124.
mla: Schneider, Stefan Balthasar, et al. “Specifying and Analyzing Virtual Network
Services Using Queuing Petri Nets.” 2019 IFIP/IEEE International Symposium
on Integrated Network Management (IM), IFIP, 2019, pp. 116--124.
short: 'S.B. Schneider, A. Sharma, H. Karl, H. Wehrheim, in: 2019 IFIP/IEEE International
Symposium on Integrated Network Management (IM), IFIP, Washington, DC, USA, 2019,
pp. 116--124.'
conference:
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location: Washington, DC, USA
name: 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)
start_date: 2019-04-08
date_created: 2018-06-18T15:23:18Z
date_updated: 2022-01-06T06:59:09Z
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grant_number: '761493'
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services and Apps
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grant_number: '671517'
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publication: 2019 IFIP/IEEE International Symposium on Integrated Network Management
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publisher: IFIP
status: public
title: Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets
type: conference
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...
---
_id: '7752'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Sharma A, Wehrheim H. Testing Balancedness of ML Algorithms. In: Proceedings
of the Software Engineering Conference (SE). Vol P-292. Lecture Notes in Informatics
(LNI). Stuttgart: Gesellschaft für Informatik e.V. (GI); 2019:157-158.'
apa: 'Sharma, A., & Wehrheim, H. (2019). Testing Balancedness of ML Algorithms.
In Proceedings of the Software Engineering Conference (SE) (Vol. P-292,
pp. 157–158). Stuttgart: Gesellschaft für Informatik e.V. (GI).'
bibtex: '@inproceedings{Sharma_Wehrheim_2019, place={Stuttgart}, series={Lecture
Notes in Informatics (LNI)}, title={Testing Balancedness of ML Algorithms}, volume={P-292},
booktitle={Proceedings of the Software Engineering Conference (SE)}, publisher={Gesellschaft
für Informatik e.V. (GI)}, author={Sharma, Arnab and Wehrheim, Heike}, year={2019},
pages={157–158}, collection={Lecture Notes in Informatics (LNI)} }'
chicago: 'Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.”
In Proceedings of the Software Engineering Conference (SE), P-292:157–58.
Lecture Notes in Informatics (LNI). Stuttgart: Gesellschaft für Informatik e.V.
(GI), 2019.'
ieee: A. Sharma and H. Wehrheim, “Testing Balancedness of ML Algorithms,” in Proceedings
of the Software Engineering Conference (SE), Stuttgart, 2019, vol. P-292,
pp. 157–158.
mla: Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.”
Proceedings of the Software Engineering Conference (SE), vol. P-292, Gesellschaft
für Informatik e.V. (GI), 2019, pp. 157–58.
short: 'A. Sharma, H. Wehrheim, in: Proceedings of the Software Engineering Conference
(SE), Gesellschaft für Informatik e.V. (GI), Stuttgart, 2019, pp. 157–158.'
conference:
end_date: 2019-02-22
location: Stuttgart
name: Software Engineering(SE)
start_date: 2019-02-18
date_created: 2019-02-19T08:28:23Z
date_updated: 2022-01-06T07:03:45Z
department:
- _id: '34'
- _id: '77'
language:
- iso: eng
page: 157 - 158
place: Stuttgart
project:
- _id: '3'
name: SFB 901 - Project Area B
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name: SFB 901 - Subproject B3
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name: SFB 901
publication: Proceedings of the Software Engineering Conference (SE)
publication_identifier:
isbn:
- 978-3-88579-686-2
publication_status: published
publisher: Gesellschaft für Informatik e.V. (GI)
series_title: Lecture Notes in Informatics (LNI)
status: public
title: Testing Balancedness of ML Algorithms
type: conference_abstract
user_id: '477'
volume: P-292
year: '2019'
...
---
_id: '7635'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Sharma A, Wehrheim H. Testing Machine Learning Algorithms for Balanced Data
Usage. In: IEEE International Conference on Software Testing, Verification
and Validation (ICST). Xi’an, China: IEEE; 2019:125--135.'
apa: 'Sharma, A., & Wehrheim, H. (2019). Testing Machine Learning Algorithms
for Balanced Data Usage. In IEEE International Conference on Software Testing,
Verification and Validation (ICST) (pp. 125--135). Xi’an, China: IEEE.'
bibtex: '@inproceedings{Sharma_Wehrheim_2019, place={Xi’an, China}, title={Testing
Machine Learning Algorithms for Balanced Data Usage}, booktitle={IEEE International
Conference on Software Testing, Verification and Validation (ICST)}, publisher={IEEE},
author={Sharma, Arnab and Wehrheim, Heike}, year={2019}, pages={125--135} }'
chicago: 'Sharma, Arnab, and Heike Wehrheim. “Testing Machine Learning Algorithms
for Balanced Data Usage.” In IEEE International Conference on Software Testing,
Verification and Validation (ICST), 125--135. Xi’an, China: IEEE, 2019.'
ieee: A. Sharma and H. Wehrheim, “Testing Machine Learning Algorithms for Balanced
Data Usage,” in IEEE International Conference on Software Testing, Verification
and Validation (ICST), Xi’an, China, April, 2019, 2019, pp. 125--135.
mla: Sharma, Arnab, and Heike Wehrheim. “Testing Machine Learning Algorithms for
Balanced Data Usage.” IEEE International Conference on Software Testing, Verification
and Validation (ICST), IEEE, 2019, pp. 125--135.
short: 'A. Sharma, H. Wehrheim, in: IEEE International Conference on Software Testing,
Verification and Validation (ICST), IEEE, Xi’an, China, 2019, pp. 125--135.'
conference:
end_date: 2019-04-27
location: Xi'an, China, April, 2019
name: IEEE International Conference on Software Testing, Verification and Validation
(ICST)
start_date: 2019-04-22
date_created: 2019-02-12T12:31:57Z
date_updated: 2022-01-06T07:03:42Z
ddc:
- '004'
department:
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- _id: '77'
file:
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content_type: application/pdf
creator: ups
date_created: 2019-08-26T10:56:34Z
date_updated: 2019-08-26T10:56:34Z
file_id: '12960'
file_name: 08730187.pdf
file_size: 266375
relation: main_file
success: 1
file_date_updated: 2019-08-26T10:56:34Z
has_accepted_license: '1'
language:
- iso: eng
page: 125--135
place: Xi'an, China
project:
- _id: '3'
name: SFB 901 - Project Area B
- _id: '11'
name: SFB 901 - Subproject B3
- _id: '1'
name: SFB 901
publication: IEEE International Conference on Software Testing, Verification and Validation
(ICST)
publication_status: published
publisher: IEEE
status: public
title: Testing Machine Learning Algorithms for Balanced Data Usage
type: conference
user_id: '29719'
year: '2019'
...
---
_id: '10094'
author:
- first_name: Arnab
full_name: Sharma, Arnab
id: '67200'
last_name: Sharma
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Sharma A, Wehrheim H. Testing Balancedness of ML Algorithms. In: Becker S,
Bogicevic I, Herzwurm G, Wagner S, eds. Software Engineering and Software Management,
{SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019. Vol {P-292}. {LNI}.
{GI}; 2019:157-158. doi:10.18420/se2019-48'
apa: Sharma, A., & Wehrheim, H. (2019). Testing Balancedness of ML Algorithms.
In S. Becker, I. Bogicevic, G. Herzwurm, & S. Wagner (Eds.), Software Engineering
and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019
(Vol. {P-292}, pp. 157–158). {GI}. https://doi.org/10.18420/se2019-48
bibtex: '@inproceedings{Sharma_Wehrheim_2019, series={{LNI}}, title={Testing Balancedness
of ML Algorithms}, volume={{P-292}}, DOI={10.18420/se2019-48},
booktitle={Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart,
Germany, February 18-22, 2019}, publisher={{GI}}, author={Sharma, Arnab and Wehrheim,
Heike}, editor={Becker, Steffen and Bogicevic, Ivan and Herzwurm, Georg and Wagner,
StefanEditors}, year={2019}, pages={157–158}, collection={{LNI}} }'
chicago: Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.”
In Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart,
Germany, February 18-22, 2019, edited by Steffen Becker, Ivan Bogicevic, Georg
Herzwurm, and Stefan Wagner, {P-292}:157–58. {LNI}. {GI}, 2019. https://doi.org/10.18420/se2019-48.
ieee: A. Sharma and H. Wehrheim, “Testing Balancedness of ML Algorithms,” in Software
Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February
18-22, 2019, 2019, vol. {P-292}, pp. 157–158.
mla: Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.”
Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany,
February 18-22, 2019, edited by Steffen Becker et al., vol. {P-292}, {GI},
2019, pp. 157–58, doi:10.18420/se2019-48.
short: 'A. Sharma, H. Wehrheim, in: S. Becker, I. Bogicevic, G. Herzwurm, S. Wagner
(Eds.), Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart,
Germany, February 18-22, 2019, {GI}, 2019, pp. 157–158.'
date_created: 2019-06-03T08:10:55Z
date_updated: 2022-01-06T06:50:28Z
department:
- _id: '77'
doi: 10.18420/se2019-48
editor:
- first_name: Steffen
full_name: Becker, Steffen
last_name: Becker
- first_name: Ivan
full_name: Bogicevic, Ivan
last_name: Bogicevic
- first_name: Georg
full_name: Herzwurm, Georg
last_name: Herzwurm
- first_name: Stefan
full_name: Wagner, Stefan
last_name: Wagner
language:
- iso: eng
page: 157-158
publication: Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart,
Germany, February 18-22, 2019
publisher: '{GI}'
series_title: '{LNI}'
status: public
title: Testing Balancedness of ML Algorithms
type: conference
user_id: '29719'
volume: '{P-292}'
year: '2019'
...