Edmund Dervakos

According to our database, Edmund Dervakos authored at least 19 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of five.

2024

Searching for explanations of black-box classifiers in the space of semantic queries.

Jason Liartis, Edmund Dervakos, Orfeas Menis-Mastromichalakis, Alexandros Chortaras, Giorgos Stamou

Semantic Web, 2024

Perceptual Musical Features for Interpretable Audio Tagging.

Vassilis Lyberatos, Spyridon Kantarelis, Edmund Dervakos, Giorgos Stamou

Proceedings of the IEEE International Conference on Acoustics, 2024

Semantic Prototypes: Enhancing Transparency without Black Boxes.

Orfeas Menis-Mastromichalakis, Giorgos Filandrianos, Jason Liartis, Edmund Dervakos, Giorgos Stamou

Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, 2024

Rule-Based Explanations of Machine Learning Classifiers Using Knowledge Graphs.

Orfeas Menis-Mastromichalakis, Edmund Dervakos, Alexandros Chortaras, Giorgos Stamou

Proceedings of the AAAI 2024 Spring Symposium Series, 2024

2023

Genre Recognition from Symbolic Music with CNNs: Performance and Explainability.

Edmund Dervakos, Natalia Kotsani, Giorgos Stamou

SN Comput. Sci., March, 2023

Functional harmony ontology: Musical harmony analysis with Description Logics.

Spyridon Kantarelis, Edmund Dervakos, Natalia Kotsani, Giorgos Stamou

J. Web Semant., 2023

The smarty4covid dataset and knowledge base: a framework enabling interpretable analysis of audio signals.

Konstantia Zarkogianni, Edmund Dervakos, George Filandrianos, Theofanis Ganitidis, Vasiliki Gkatzou, Aikaterini Sakagianni, Raghu Raghavendra, C. L. Max Nikias, Giorgos Stamou, Konstantina S. Nikita

CoRR, 2023

Choose your Data Wisely: A Framework for Semantic Counterfactuals.

Edmund Dervakos, Konstantinos Thomas, Giorgos Filandrianos, Giorgos Stamou

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

The Music Part Ontology (Extended Abstract).

Spyridon Kantarelis, Edmund Dervakos, Giorgos Stamou

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)., 2023

Counterfactuals of Counterfactuals: a back-translation-inspired approach to analyse counterfactual editors.

George Filandrianos, Edmund Dervakos, Orfeas Menis-Mastromichalakis, Chrysoula Zerva, Giorgos Stamou

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2023, 2023

2022

Computing Rule-Based Explanations of Machine Learning Classifiers using Knowledge Graphs.

Edmund Dervakos, Orfeas Menis-Mastromichalakis, Alexandros Chortaras, Giorgos Stamou

CoRR, 2022

Towards Explainable Evaluation of Language Models on the Semantic Similarity of Visual Concepts.

Maria Lymperaiou, George Manoliadis, Orfeas Menis-Mastromichalakis, Edmund G. Dervakos, Giorgos Stamou

Proceedings of the 29th International Conference on Computational Linguistics, 2022

Conceptual Edits as Counterfactual Explanations.

Giorgos Filandrianos, Konstantinos Thomas, Edmund Dervakos, Giorgos Stamou

Proceedings of the AAAI 2022 Spring Symposium on Machine Learning and Knowledge Engineering for Hybrid Intelligence (AAAI-MAKE 2022), 2022

2021

Semantic Queries Explaining Opaque Machine Learning Classifiers.

Jason Liartis, Edmund Dervakos, Orfeas Menis-Mastromichalakis, Alexandros Chortaras, Giorgos Stamou

Proceedings of the Workshop on Data meets Applied Ontologies in Explainable AI (DAO-XAI 2021) part of Bratislava Knowledge September (BAKS 2021), 2021

Genre Recognition from Symbolic Music with CNNs.

Edmund Dervakos, Natalia Kotsani, Giorgos Stamou

Proceedings of the Artificial Intelligence in Music, Sound, Art and Design, 2021

Musical Harmony Analysis with Description Logics.

Spyridon Kantarelis, Edmund Dervakos, Natalia Kotsani, Giorgos Stamou

Proceedings of the 34th International Workshop on Description Logics (DL 2021) part of Bratislava Knowledge September (BAKS 2021), 2021

Semantic Enrichment of Pretrained Embedding Output for Unsupervised IR.

Edmund Dervakos, Giorgos Filandrianos, Konstantinos Thomas, Alexios Mandalios, Chrysoula Zerva, Giorgos Stamou

Proceedings of the AAAI 2021 Spring Symposium on Combining Machine Learning and Knowledge Engineering (AAAI-MAKE 2021), 2021

2020

Brainwaves-driven Effects Automation in Musical Performance.

Giorgos Filandrianos, Natalia Kotsani, Edmund G. Dervakos, Giorgos Stamou, Vaios Amprazis, Panagiotis Kiourtzoglou

Proceedings of the 20th International Conference on New Interfaces for Musical Expression, 2020

Heuristics for Evaluation of AI Generated Music.

Edmund Dervakos, Giorgos Filandrianos, Giorgos Stamou

Proceedings of the 25th International Conference on Pattern Recognition, 2020