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2020 – today
- 2024
[j6]Nikolaos Mylonas
, Ioannis Mollas, Grigorios Tsoumakas:
An attention matrix for every decision: faithfulness-based arbitration among multiple attention-based interpretations of transformers in text classification. Data Min. Knowl. Discov. 38(1): 128-153 (2024)- [j5]Nikolaos Mylonas, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Exploring local interpretability in dimensionality reduction: Analysis and use cases. Expert Syst. Appl. 252: 124074 (2024) - 2023
- [j4]Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
LioNets: a neural-specific local interpretation technique exploiting penultimate layer information. Appl. Intell. 53(3): 2538-2563 (2023) - [j3]Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Truthful meta-explanations for local interpretability of machine learning models. Appl. Intell. 53(22): 26927-26948 (2023) - [j2]Nikolaos Mylonas, Ioannis Mollas, Bin Liu, Yannis Manolopoulos, Grigorios Tsoumakas:
On the Persistence of Multilabel Learning, Its Recent Trends, and Its Open Issues. IEEE Intell. Syst. 38(2): 28-31 (2023) - [c9]Nikolaos Mylonas, Ioannis Mollas, Grigorios Tsoumakas:
Beyond Annual Revisions: A Multi-Label Concept Drift Analysis of MeSH. CBMS 2023: 157-162 - [c8]Dimitrios Akrivousis, Nikolaos Mylonas, Ioannis Mollas, Grigorios Tsoumakas:
Text classification is keyphrase explainable! Exploring local interpretability of transformer models with keyphrase extraction. DSAA 2023: 1-9 - [i12]Avraam Bardos, Nikolaos Mylonas, Ioannis Mollas, Grigorios Tsoumakas:
Local Interpretability of Random Forests for Multi-Target Regression. CoRR abs/2303.16506 (2023) - 2022
- [j1]Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Conclusive local interpretation rules for random forests. Data Min. Knowl. Discov. 36(4): 1521-1574 (2022) - [c7]Nikolaos Mylonas, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Local Multi-label Explanations for Random Forest. PKDD/ECML Workshops (1) 2022: 369-384 - [c6]Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Altruist: Argumentative Explanations through Local Interpretations of Predictive Models. SETN 2022: 21:1-21:10 - [c5]Avraam Bardos, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Local Explanation of Dimensionality Reduction. SETN 2022: 29:1-29:9 - [i11]Avraam Bardos, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Local Explanation of Dimensionality Reduction. CoRR abs/2204.14012 (2022) - [i10]Nikolaos Mylonas, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Local Multi-Label Explanations for Random Forest. CoRR abs/2207.01994 (2022) - [i9]Nikolaos Mylonas, Ioannis Mollas, Grigorios Tsoumakas:
Improving Attention-Based Interpretability of Text Classification Transformers. CoRR abs/2209.10876 (2022) - [i8]Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Truthful Meta-Explanations for Local Interpretability of Machine Learning Models. CoRR abs/2212.03513 (2022) - 2021
- [c4]Spyridon Paraschos, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
VisioRed: A Visualisation Tool for Interpretable Predictive Maintenance. IJCAI 2021: 5004-5007 - [i7]Spyridon Paraschos, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
VisioRed: A Visualisation Tool for Interpretable Predictive Maintenance. CoRR abs/2103.17003 (2021) - [i6]Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Conclusive Local Interpretation Rules for Random Forests. CoRR abs/2104.06040 (2021) - [i5]Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
LioNets: A Neural-Specific Local Interpretation Technique Exploiting Penultimate Layer Information. CoRR abs/2104.06057 (2021) - 2020
- [c3]Ioannis Mollas, Nick Bassiliades, Ioannis P. Vlahavas, Grigorios Tsoumakas:
LionForests: local interpretation of random forests. NeHuAI@ECAI 2020: 17-24 - [i4]Ioannis Mollas, Zoe Chrysopoulou, Stamatis Karlos, Grigorios Tsoumakas:
ETHOS: an Online Hate Speech Detection Dataset. CoRR abs/2006.08328 (2020) - [i3]Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas:
Altruist: Argumentative Explanations through Local Interpretations of Predictive Models. CoRR abs/2010.07650 (2020)
2010 – 2019
- 2019
- [c2]Ioannis Mollas, Nikolaos Bassiliades, Grigorios Tsoumakas:
LioNets: Local Interpretation of Neural Networks Through Penultimate Layer Decoding. PKDD/ECML Workshops (1) 2019: 265-276 - [i2]Ioannis Mollas, Nikolaos Bassiliades, Grigorios Tsoumakas:
LioNets: Local Interpretation of Neural Networks through Penultimate Layer Decoding. CoRR abs/1906.06566 (2019) - [i1]Ioannis Mollas, Grigorios Tsoumakas, Nick Bassiliades:
LionForests: Local Interpretation of Random Forests through Path Selection. CoRR abs/1911.08780 (2019) - 2018
- [c1]Antonios Anagnostou, Ioannis Mollas, Grigorios Tsoumakas:
Hatebusters: A Web Application for Actively Reporting YouTube Hate Speech. IJCAI 2018: 5796-5798
Coauthor Index
aka: Nikolaos Bassiliades
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