Zero-Shot Classification of Biomedical Articles with Emerging MeSH Descriptors N Mylonas, S Karlos, G Tsoumakas 11th Hellenic Conference on Artificial Intelligence, 175-184, 2020 | 10 | 2020 |
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 Data Mining and Knowledge Discovery 38 (1), 128-153, 2024 | 9 | 2024 |
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 | 7 | 2022 |
A multi-instance multi-label weakly supervised approach for dealing with emerging MeSH descriptors N Mylonas, S Karlos, G Tsoumakas International Conference on Artificial Intelligence in Medicine, 397-407, 2021 | 3 | 2021 |
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 | 2 | 2023 |
WeakMeSH: Leveraging provenance information for weakly supervised classification of biomedical articles with emerging MeSH descriptors N Mylonas, S Karlos, G Tsoumakas Artificial Intelligence in Medicine 137, 102505, 2023 | 2 | 2023 |
Automated Category and Trend Analysis of Scientific Articles on Ophthalmology Using Large Language Models: Development and Usability Study H Raja, A Munawar, N Mylonas, M Delsoz, Y Madadi, M Elahi, A Hassan, ... JMIR Formative Research 8 (1), e52462, 2024 | 1 | 2024 |
Instance-Based Zero-Shot learning for semi-Automatic MeSH indexing S Karlos, N Mylonas, G Tsoumakas Pattern Recognition Letters 151, 62-68, 2021 | 1 | 2021 |
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 | | 2024 |
Techniques for evolving label sets and interpretability in multi-label text classification N Mylonas Αριστοτέλειο Πανεπιστήμιο Θεσσαλονίκης (ΑΠΘ). Σχολή Θετικών Επιστημών. Τμήμα …, 2024 | | 2024 |
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 |
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 Interpretability of Random Forests for Multi-Target Regression A Bardos, N Mylonas, I Mollas, G Tsoumakas arXiv preprint arXiv:2303.16506, 2023 | | 2023 |
On the Adaptability of Attention-Based Interpretability in Different Transformer Architectures for Multi-Class Classification Tasks G Tsoumakas | | |