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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

Официальный источник · 2024-09-17

Полные импортированные сведения карточки
{
  "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",
  "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",
  "id": "5fa57352e669adec4606",
  "sources": [
    "NIST Publications"
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    {
      "title_en": "Assessing the Degree of Feature Interactions that Determine a Model Prediction",
      "designation": "",
      "series": "",
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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",
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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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