Learning decision sequences for repetitive processes--selected algorithms

Learning decision sequences for repetitive processes--selected algorithms / Wojciech Rafajłowicz.

This book provides tools and algorithms for solving a wide class of optimization tasks by learning from their repetitions. A unified framework is provided for learning algorithms that are based on the stochastic gradient (a golden standard in learning), including random simultaneous perturbations an...

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Bibliographic Details
Main Author: Rafajłowicz, Wojciech (Author)
Format: eBook
Language:English
Published: Cham : Springer, [2022]
Series:Studies in systems, decision and control ; v. 401.
Subjects:
Mathematical optimization.
Algorithms.
Decision making.
Computer algorithms.
algorithms.
decision making.
Computer algorithms
Algorithms
Decision making
Mathematical optimization
Online Access:Click for online access
Table of Contents:
  • Introduction
  • Basic notions and notations
  • Learning decision sequences
  • Differential evolution with a population filter
  • Decision making for COVID-19 suppression
  • Stochastic gradient in learning
  • Optimal decision sequences
  • Learning from image sequences.

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