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A classification problem using Logistic Regression method is employed. After dimension reduction via AudioEncoding, the hyperparameters maximizing the classification accuracy are computed applying different types of minimization algorithms such as simulating annealing, differential evaluation, and random search method. The efficiencies of these methods are compared.

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Optimizing Hyperparameters

  • 章节

  • 发表日期：

    2025年

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  • Joseph Awange,
  • Béla Paláncz,
  • Lajos Völgyesi

摘要

A classification problem using Logistic Regression method is employed. After dimension reduction via AudioEncoding, the hyperparameters maximizing the classification accuracy are computed applying different types of minimization algorithms such as simulating annealing, differential evaluation, and random search method. The efficiencies of these methods are compared.