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Research on Convergence rates in Machine Learning research part1

  • A unified framework is proposed for approximating transfer operators in machine learning research.
  • The framework leverages Monte Carlo sampling to approximate the operator on a finite-dimensional space.
  • Convergence of the approximating operator and its spectrum is proven under non-restrictive conditions.
  • The study also establishes the convergence relationship between continuous optimization and its discrete counterpart.

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