Machine Learning · Computer Science
Interpretability of machine learning based prediction models in healthcare
Gregor Stiglic, Primoz Kocbek, Nino Fijacko, Marinka Zitnik +2
2020-08-17
Machine Learning · Statistics
Interpretable machine learning: definitions, methods, and applications
W. James Murdoch, Chandan Singh, Karl Kumbier, Reza Abbasi-Asl +1
2019-11-15
Artificial Intelligence · Computer Science
Interpretable to Whom? A Role-based Model for Analyzing Interpretable Machine Learning Systems
Richard Tomsett, Dave Braines, Dan Harborne, Alun Preece +1
2018-06-21
Artificial Intelligence · Computer Science
Probabilistic Dataset Reconstruction from Interpretable Models
Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet +1
2024-04-04
Atmospheric and Oceanic Physics · Physics
Interpretable Machine Learning for Weather and Climate Prediction: A Survey
Ruyi Yang, Jingyu Hu, Zihao Li, Jianli Mu +5
2024-03-29
Machine Learning · Computer Science
Transparent AI: The Case for Interpretability and Explainability
Dhanesh Ramachandram, Himanshu Joshi, Judy Zhu, Dhari Gandhi +2
2025-08-01
Computer Vision and Pattern Recognition · Computer Science
Interpretability of Machine Learning Methods Applied to Neuroimaging
Elina Thibeau-Sutre, Sasha Collin, Ninon Burgos, Olivier Colliot
2022-04-15
Machine Learning · Computer Science
The Price of Interpretability
Dimitris Bertsimas, Arthur Delarue, Patrick Jaillet, Sebastien Martin
2019-07-09
Machine Learning · Computer Science
SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning
Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf +4
2023-04-24
Cryptography and Security · Computer Science
Security and Privacy Considerations for Machine Learning Models Deployed in the Government and Public Sector (white paper)
Nader Sehatbakhsh, Ellie Daw, Onur Savas, Amin Hassanzadeh +1
2020-10-13
Machine Learning · Computer Science
Learning Robust and Privacy-Preserving Representations via Information Theory
Binghui Zhang, Sayedeh Leila Noorbakhsh, Yun Dong, Yuan Hong +1
2024-12-17