Kotsiantis, Sotiris

Explainable AI: a review of machine learning interpretability methods

Linardatos, P., Papastefanopoulos, V., & Kotsiantis, S. (2020) · Entropy

Explainable Artificial Intelligence (XAI)Software Testing and Debugging Techniques

Cited by 2,922

Machine learning: a review of classification and combining techniques

Kotsiantis, S. B., Zaharakis, I. D., & Pintelas, P. E. (2006) · Artificial Intelligence Review

Data Mining and Machine Learning ApplicationsMachine Learning and Data Classification

Cited by 1,582

Data preprocessing in predictive data mining

Alexandropoulos, S.-A. N., Kotsiantis, S. B., & Vrahatis, M. N. (2019) · The Knowledge Engineering Review

Machine Learning and Data ClassificationData Mining and Machine Learning Applications

Cited by 209

Agentic AI in Education: State of the Art and Future Directions

Kostopoulos, G., Gkamas, V., Rigou, M., & Kotsiantis, S. (2025) · IEEE Access

Intelligent Tutoring Systems and Adaptive LearningArtificial Intelligence in Education

Cited by 69

Human-in-the-Loop Artificial Intelligence: A Systematic Review of Concepts, Methods, and Applications

Lazaros, K., Vrahatis, A. G., & Kotsiantis, S. (2026) · Entropy

Human-Automation Interaction and SafetyEthics and Social Impacts of AI

Cited by 50