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Open access

Research article

First published 2025-1

Cracking black-box models: Revealing hidden machine learning techniques behind their predictions

Raül Fabra-Boluda, Cèsar Ferri, José Hernández-Orallo [...]

Intelligent Data Analysis: An International Journal

Retricted access

Research article

First published 2026-4

Shedding Light on the Black Box: Integrating Prediction Models and Explainability Using Explainable Machine Learning

Yucheng Zhang, Yuyan Zheng, Dan Wang [...]

Organizational Research Methods

Free access

Book review

First published 2024-6

Book review: Christoph Molnar. 2020. Interpretable Machine Learning: A Guide for Making Black Box Models Explainable

Rohan Kumar Sinha

Metamorphosis: A Journal of Management Research

Open access

Research article

First published 2024-7

Trusting AI made decisions in healthcare by making them explainable

Bojan Žlahtič, Jernej Završnik, Peter Kokol [...]

Science Progress

Open access

Research article

First published 2021-11

Counterfactual Explanation of Machine Learning Survival Models

Maxim Kovalev, Lev Utkin, Frank Coolen [...]

Informatica: An International Journal of Computing and Informatics

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Research article

First published 2025-6

Practical model for flexural capacity of corroded PC structures based on interpretable machine learning

Lizhao Dai, Ping Wu, Hui Yang [...]

Advances in Structural Engineering

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Research article

First published 2020-7

Explaining Supervised Learning Models: A Preliminary Study on Binary Classifiers

Xiaomei Wang, Ann M. Bisantz, Matthew L. Bolton [...]

Ergonomics in Design: The Quarterly of Human Factors Applications

Free access

Research article

First published 2025

ELIME: Exact Local Interpretable Model-Agnostic Explanation

Junyan Qian, Xiaofu Du, Ruishi Pan [...]

The European Journal on Artificial Intelligence

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Research article

First published 2020-9

Healthcare and Aviation: Perspectives on Alerts,Machine Learning,and Future Directions

Christopher J. Hansen, Dominic DiCostanzo, Randall J. Mumaw [...]

Proceedings of the International Symposium on Human Factors and Ergonomics in Health Care

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Research article

First published 2021-03-02

Classification of EEG signals in epilepsy using a novel integrated TSK fuzzy system

Yuwen Tao, Yizhang Jiang, Kaijian Xia [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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