ETHOS: a multi-label hate speech detection dataset I Mollas, Z Chrysopoulou, S Karlos, G Tsoumakas Complex & Intelligent Systems, 1-16, 2022 | 218 | 2022 |
Lionforests: local interpretation of random forests I Mollas, N Bassiliades, I Vlahavas, G Tsoumakas arXiv preprint arXiv:1911.08780, 2019 | 24 | 2019 |
Conclusive local interpretation rules for random forests I Mollas, N Bassiliades, G Tsoumakas Data Mining and Knowledge Discovery 36 (4), 1521-1574, 2022 | 22 | 2022 |
Hatebusters: A Web Application for Actively Reporting YouTube Hate Speech. A Anagnostou, I Mollas, G Tsoumakas IJCAI, 5796-5798, 2018 | 18 | 2018 |
An Attention Matrix for Every Decision: Faithfulness-based Arbitration Among Multiple Attention-Based Interpretations of Transformers in Text Classification N Mylonas, I Mollas, G Tsoumakas arXiv preprint arXiv:2209.10876, 2022 | 17* | 2022 |
Lionets: Local interpretation of neural networks through penultimate layer decoding I Mollas, N Bassiliades, G Tsoumakas Joint European conference on machine learning and knowledge discovery in …, 2019 | 16 | 2019 |
Altruist: Argumentative explanations through local interpretations of predictive models I Mollas, N Bassiliades, G Tsoumakas Proceedings of the 12th Hellenic conference on artificial intelligence, 1-10, 2022 | 15* | 2022 |
Local multi-label explanations for random forest N Mylonas, I Mollas, N Bassiliades, G Tsoumakas Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022 | 12 | 2022 |
Local explanation of dimensionality reduction A Bardos, I Mollas, N Bassiliades, G Tsoumakas Proceedings of the 12th Hellenic conference on artificial intelligence, 1-9, 2022 | 9 | 2022 |
Visiored: A visualisation tool for interpretable predictive maintenance S Paraschos, I Mollas, N Bassiliades, G Tsoumakas arXiv preprint arXiv:2103.17003, 2021 | 9 | 2021 |
Truthful meta-explanations for local interpretability of machine learning models I Mollas, N Bassiliades, G Tsoumakas Applied Intelligence 53 (22), 26927-26948, 2023 | 7 | 2023 |
LioNets: a neural-specific local interpretation technique exploiting penultimate layer information I Mollas, N Bassiliades, G Tsoumakas Applied Intelligence 53 (3), 2538-2563, 2023 | 7 | 2023 |
Exploring local interpretability in dimensionality reduction: Analysis and use cases N Mylonas, I Mollas, N Bassiliades, G Tsoumakas Expert Systems with Applications 252, 124074, 2024 | 3 | 2024 |
On the persistence of multilabel learning, its recent trends, and its open issues N Mylonas, I Mollas, B Liu, Y Manolopoulos, G Tsoumakas IEEE Intelligent Systems 38 (2), 28-31, 2023 | 3 | 2023 |
Local interpretability of random forests for multi-target regression A Bardos, N Mylonas, I Mollas, G Tsoumakas Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023 | 1 | 2023 |
Text classification is keyphrase explainable! Exploring local interpretability of transformer models with keyphrase extraction D Akrivousis, N Mylonas, I Mollas, G Tsoumakas 2023 IEEE 10th International Conference on Data Science and Advanced …, 2023 | | 2023 |
On the Adaptability of Attention-Based Interpretability in Different Transformer Architectures for Multi-class Classification Tasks S Katsaki, C Aivazidis, N Mylonas, I Mollas, G Tsoumakas Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023 | | 2023 |
Beyond Annual Revisions: A Multi-Label Concept Drift Analysis of MeSH N Mylonas, I Mollas, G Tsoumakas 2023 IEEE 36th International Symposium on Computer-Based Medical Systems …, 2023 | | 2023 |
Local interpretation of machine learning models I Mollas Αριστοτέλειο Πανεπιστήμιο Θεσσαλονίκης (ΑΠΘ). Σχολή Θετικών Επιστημών. Τμήμα …, 2023 | | 2023 |
Local interpretability of random forests for multi-target regression I Mollas, G Tsoumakas | | |