研究论文
Interpreting machine learning predictions with LIME and Shapley values: theoretical insights, challenges, and meaningful interpretations
Mirka Henninger, Carolin Strobl
University of Basel University of Zurich
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学术脉络
学科主题
计算机 / AIExplainable Artificial Intelligence (XAI)
Machine Learning and Data Classification · Imbalanced Data Classification Techniques
参考文献 66
A General Method for Visualizing and Explaining Black-Box Regression Models
被引 52Erik Štrumbelj, Igor Kononenko · Lecture notes in computer science · 2011
Classification and Regression Trees.
被引 23,915Alexander Gordon, Leo Breiman, Jerome H. Friedman · Biometrics · 1984
The dominance analysis approach for comparing predictors in multiple regression.
被引 1,104Razia Azen, David V. Budescu · Psychological Methods · 2003
此处列出前 3 条
引用本文 11
Machine learning-driven innovations in food processing: A systematic review of applications, challenges, and future developments
被引 33Jilong Gao, Shaojin Wang, Ferruh Erdoğdu · Trends in Food Science & Technology · 2025
Mental Disorder Assessment in IoT-Enabled WBAN Systems with Dimensionality Reduction and Deep Learning
被引 7Damilola D. Olatinwo, Adnan M. Abu‐Mahfouz, Hermanus C. Myburgh · Journal of Sensor and Actuator Networks · 2025
Coastal and Land Use Land Cover Area Recognition From High-Resolution Remote Sensing Images Using a Novel Multimodal Attention Inception Residual Deep Network
被引 5Muhammad Attique Khan, Ameer Hamza, Wardah Ibrar · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · 2025
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