5fa57352e669adec4606 · Assessing the Degree of Feature Interactions that Determine a Model Prediction
Assessing the Degree of Feature Interactions that Determine a Model Prediction
Machine Learning (ML) models rely on capturing important feature interactions to generate predictions. This study is focused on validating the hypothesis that model predictions often depend on interactions involving only a few features. This hypothesis is
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"title_en": "Assessing the Degree of Feature Interactions that Determine a Model Prediction",
"designation": "",
"series": "",
"status": "",
"date": "2024-09-17",
"date_original": "September 17, 2024",
"url": "https://www.nist.gov/publications/assessing-degree-feature-interactions-determine-model-prediction",
"source": "NIST Publications",
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"authors_en": "Krishna Khadka, Sunny Shree, Yu Lei, Raghu Kacker , David Kuhn",
"abstract_excerpt_en": "Machine Learning (ML) models rely on capturing important feature interactions to generate predictions. This study is focused on validating the hypothesis that model predictions often depend on interactions involving only a few features. This hypothesis is",
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{
"title_en": "Assessing the Degree of Feature Interactions that Determine a Model Prediction",
"designation": "",
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"date": "2024-09-17",
"date_original": "September 17, 2024",
"url": "https://www.nist.gov/publications/assessing-degree-feature-interactions-determine-model-prediction",
"source": "NIST Publications",
"display_en": "",
"authors_en": "Krishna Khadka, Sunny Shree, Yu Lei, Raghu Kacker , David Kuhn",
"abstract_excerpt_en": "Machine Learning (ML) models rely on capturing important feature interactions to generate predictions. This study is focused on validating the hypothesis that model predictions often depend on interactions involving only a few features. This hypothesis is"
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