A Multi-Task Text Classification Pipeline with Natural Language Explanations: A User-Centric Evaluation in Sentiment Analysis and Offensive Language Identification in Greek Tweets

Authors: Mylonas, Nikolaos, Stylianou, Nikolaos, Tsikrika, Theodora, Vrochidis, Stefanos, Kompatsiaris, Ioannis

Subject Terms: Computer Science - Computation and Language, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.10290

Text classification is keyphrase explainable! Exploring local interpretability of transformer models with keyphrase extraction

Authors: Akrivousis, Dimitrios, Mylonas, Nikolaos, Mollas, Ioannis, Tsoumakas, Grigorios

Source: 2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA) Data Science and Advanced Analytics (DSAA), 2023 IEEE 10th International Conference on. :1-9 Oct, 2023

Relation: 2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA)

Beyond Annual Revisions: A Multi-Label Concept Drift Analysis of MeSH

Authors: Mylonas, Nikolaos, Mollas, Ioannis, Tsoumakas, Grigorios

Source: 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) CBMS Computer-Based Medical Systems (CBMS), 2023 IEEE 36th International Symposium on. :157-162 Jun, 2023

Relation: 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS)

Local Interpretability of Random Forests for Multi-Target Regression

Authors: Bardos, Avraam, Mylonas, Nikolaos, Mollas, Ioannis, Tsoumakas, Grigorios

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, I.2.0, I.2.6

Access URL: http://arxiv.org/abs/2303.16506

Empagliflozin in Acute Myocardial Infarction Reduces No-Reflow and Preserves Cardiac Function by Preventing Endothelial Damage

Authors: Nikolaou, Panagiota Efstathia ^{a, b}, Konijnenberg, Lara S.F. ^b, Kostopoulos, Ioannis V. ^c, Miliotis, Marios ^d, Mylonas, Nikolaos ^a, Georgoulis, Anastasios ^a, Pavlidis, George ^e, Kuster, Carolien T.A. ^b, van Reijmersdal, Vince P.A. ^b, Luiken, Tom T.J. ^f, Agapaki, Anna ^g, Roverts, Rona ^h, Orologas, Nikolaos ^c, Grigoriadis, Dimitris ^d, Pallot, Gaëtan ⁱ, Boucher, Pierre ⁱ, Kostomitsopoulos, Nikolaos ^j, Pieper, Michael Paul ^k, Germain, Stéphane ⁱ, Loukas, Yannis ^l, Dotsikas, Yannis ^l, Ikonomidis, Ignatios ^e, Hatzigeorgiou, Artemis G. ^d, Tsitsilonis, Ourania ^c, Zuurbier, Coert J. ^m, Nijveldt, Robin ^b, van Royen, Niels ^{b, ∗}, Andreadou, Ioanna ^{a, ∗, ∗}

Source: In JACC: Basic to Translational Science January 2025 10(1):43-61

An Attention Matrix for Every Decision: Faithfulness-based Arbitration Among Multiple Attention-Based Interpretations of Transformers in Text Classification

Authors: Mylonas, Nikolaos, Mollas, Ioannis, Tsoumakas, Grigorios

Subject Terms: Computer Science - Computation and Language, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2209.10876

Local Multi-Label Explanations for Random Forest

Authors: Mylonas, Nikolaos, Mollas, Ioannis, Bassiliades, Nick, Tsoumakas, Grigorios

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, I.2.0, I.2.6

Access URL: http://arxiv.org/abs/2207.01994

Local Multi-label Explanations for Random Forest
Machine Learning and Principles and Practice of Knowledge Discovery in Databases

Authors: Mylonas, Nikolaos, Mollas, Ioannis, Bassiliades, Nick, Tsoumakas, Grigorios

Source: Communications in computer and information science. 1752:369-384

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCCN608062808&indx=1&recIds=ETOCCN608062808

Exploring local interpretability in dimensionality reduction: Analysis and use cases

Authors: Mylonas, Nikolaos, Mollas, Ioannis, Bassiliades, Nick, Tsoumakas, Grigorios

Source: In Expert Systems With Applications 15 October 2024 252 Part A

Endothelial Protection by Sodium-Glucose Cotransporter 2 Inhibitors: A Literature Review of In Vitro and In Vivo Studies.

Authors: Mylonas, Nikolaos¹ (AUTHOR) mylonasn@pharm.uoa.gr, Nikolaou, Panagiota Efstathia¹ (AUTHOR) nayanik@pharm.uoa.gr, Karakasis, Paschalis² (AUTHOR) pakar15@hotmail.com, Stachteas, Panagiotis² (AUTHOR) staxteasp@gmail.com, Fragakis, Nikolaos^2,3 (AUTHOR) fragakis.nikos@googlemail.com, Andreadou, Ioanna¹ (AUTHOR) jandread@pharm.uoa.gr

Source: International Journal of Molecular Sciences. Jul2024, Vol. 25 Issue 13, p7274. 18p.

Subject Terms: *SODIUM-glucose cotransporter 2 inhibitors, *NITRIC-oxide synthases, *MYOCARDIAL infarction, *ENDOTHELIAL cells, *CHEMOKINE receptors, *SODIUM-glucose cotransporters

The role of glucose in cardiac physiology and pathophysiology

Authors: Mylonas, Nikolaos, Drosatos, Konstantinos, Mia, Sobuj

Source: Current opinion in clinical nutrition and metabolic care. 26(4):323-329

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100191473973.0x000001&indx=1&recIds=ETOCvdc_100191473973.0x000001

Sodium Glucose Cotransporter-2 Inhibitor Empagliflozin Reduces Infarct Size Independently of Sodium Glucose Cotransporter-2

Authors: Chen, Sha, Wang, Qian, Christodoulou, Andriana, Mylonas, Nikolaos, Bakker, Diane, Nederlof, Rianne, Hollmann, Markus W., Weber, Nina C., Coronel, Ruben, Wakker, Vincent, Christoffels, Vincent M., Andreadou, Ioanna, Zuurbier, Coert J.

Source: Circulation. 147(3):276-279

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100186850278.0x000001&indx=1&recIds=ETOCvdc_100186850278.0x000001

On the Persistence of Multilabel Learning, Its Recent Trends, and Its Open Issues

Authors: Mylonas, Nikolaos, Mollas, Ioannis, Liu, Bin, Manolopoulos, Yannis, Tsoumakas, Grigorios, Murugesan, San

Source: IEEE intelligent systems. 38(2):28-31

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100181091352.0x000001&indx=1&recIds=ETOCvdc_100181091352.0x000001

WeakMeSH: Leveraging provenance information for weakly supervised classification of biomedical articles with emerging MeSH descriptors

Authors: Mylonas, Nikolaos, Karlos, Stamatis, Tsoumakas, Grigorios

Source: In Artificial Intelligence In Medicine March 2023 137

A Multi-instance Multi-label Weakly Supervised Approach for Dealing with Emerging MeSH Descriptors
19th International conference on artificial intelligence in medicine

Authors: Mylonas, Nikolaos, Karlos, Stamatis, Tsoumakas, Grigorios

Source: Lecture notes in computer science. 12721:397-407

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCCN606843505&indx=1&recIds=ETOCCN606843505

An attention matrix for every decision: faithfulness-based arbitration among multiple attention-based interpretations of transformers in text classification.

Authors: Mylonas, Nikolaos¹, myloniko@csd.auth.gr, Mollas, Ioannis¹, Tsoumakas, Grigorios¹

Source: Data Mining & Knowledge Discovery; Jan2024, Vol. 38 Issue 1, p128-153, 26p

Monitoring of free-range rabbits using aerial thermal imaging

Authors: Psiroukis, Vasilis, Malounas, Ioannis, Mylonas, Nikolaos, Grivakis, Konstantinos-Elenos, Fountas, Spyros, Hadjigeorgiou, Ioannis

Source: In Smart Agricultural Technology December 2021 1

Instance-Based Zero-Shot learning for semi-Automatic MeSH indexing

Authors: Karlos, Stamatis, Mylonas, Nikolaos, Tsoumakas, Grigorios

Source: In Pattern Recognition Letters November 2021 151:62-68

Improving weeds identification with a repository of agricultural pre-trained deep neural networks

Authors: Espejo-Garcia, Borja, Mylonas, Nikolaos, Athanasakos, Loukas, Fountas, Spyros

Source: In Computers and Electronics in Agriculture August 2020 175

The Future of Digital Agriculture: Technologies and Opportunities

Authors: Fountas, Spyros, Espejo-Garcia, Borja, Kasimati, Aikaterini, Mylonas, Nikolaos, Darra, Nicoleta

Source: IT professional. 22(1):24-28

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100101058629.0x000001&indx=1&recIds=ETOCvdc_100101058629.0x000001