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Ioannis Mollas
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Year
ETHOS: a multi-label hate speech detection dataset
I Mollas, Z Chrysopoulou, S Karlos, G Tsoumakas
Complex & Intelligent Systems, 1-16, 2022
146*2022
Hatebusters: A Web Application for Actively Reporting YouTube Hate Speech.
A Anagnostou, I Mollas, G Tsoumakas
IJCAI, 5796-5798, 2018
182018
Lionforests: local interpretation of random forests
I Mollas, N Bassiliades, I Vlahavas, G Tsoumakas
arXiv preprint arXiv:1911.08780, 2019
162019
Lionets: Local interpretation of neural networks through penultimate layer decoding
I Mollas, N Bassiliades, G Tsoumakas
Machine Learning and Knowledge Discovery in Databases: International …, 2020
152020
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
12*2022
Conclusive local interpretation rules for random forests
I Mollas, N Bassiliades, G Tsoumakas
Data Mining and Knowledge Discovery 36 (4), 1521-1574, 2022
10*2022
Visiored: A visualisation tool for interpretable predictive maintenance
S Paraschos, I Mollas, N Bassiliades, G Tsoumakas
arXiv preprint arXiv:2103.17003, 2021
72021
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
62022
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
62022
LioNets: a neural-specific local interpretation technique exploiting penultimate layer information
I Mollas, N Bassiliades, G Tsoumakas
Applied Intelligence 53 (3), 2538-2563, 2023
42023
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
42022
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
22023
Truthful meta-explanations for local interpretability of machine learning models
I Mollas, N Bassiliades, G Tsoumakas
Applied Intelligence 53 (22), 26927-26948, 2023
12023
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
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
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Articles 1–18