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This chapter explores how Cellular Automata (CA) can be used for lightweight Machine Learning (ML) models, with a focus on linear regression tasks. It presents a CA-based binarized ML model, highlighting its advantages in transparency, interpretability, and computational efficiency.

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Cellular Automata Based Binarized Machine Learning Model

  • 章节

  • 发表日期：

    2025年

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  • Parimal Pal Chaudhuri,
  • Adip Dutta,
  • Somshubhro Pal Choudhury,
  • Dipanwita Roy Chowdhury,
  • Raju Hazari

摘要

This chapter explores how Cellular Automata (CA) can be used for lightweight Machine Learning (ML) models, with a focus on linear regression tasks. It presents a CA-based binarized ML model, highlighting its advantages in transparency, interpretability, and computational efficiency.