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Model Selection and Error Estimation in a Nutshell|Luca Oneto

Model Selection and Error Estimation in a Nutshell

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Overview

Introduction.- The "Five W" of MS & EE.- Preliminaries.- Resampling Methods.- Complexity-Based Methods.- Compression Bound.- Algorithmic Stability Theory.- PAC-Bayes Theory.- Differential Privacy Theory.- Conclusions & Further Readings.

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Details

  • ISBN-13: 9783030243616
  • ISBN-10: 3030243613
  • Publisher: Springer
  • Publish Date: August 2020
  • Dimensions: 9.21 x 6.14 x 0.32 inches
  • Shipping Weight: 0.48 pounds
  • Page Count: 132

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