Algorithmic Learning in a Random World 2024 pdf epub mobi 电子书

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发表于2024-11-27

Algorithmic Learning in a Random World 2024 pdf epub mobi 电子书

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出版者:Springer

作者:Vladimir Vovk

出品人:

页数:324

译者:

出版时间:2005-4-18

价格:USD 149.00

装帧:Hardcover

isbn号码:9780387001524

丛书系列:

图书标签: 机器学习 svm ml Kernel Algorithm

Algorithmic Learning in a Random World 2024 pdf epub mobi 电子书图书描述

Algorithmic Learning in a Random World describes recent theoretical and experimental developments in building computable approximations to Kolmogorov's algorithmic notion of randomness. Based on these approximations, a new set of machine learning algorithms have been developed that can be used to make predictions and to estimate their confidence and credibility in high-dimensional spaces under the usual assumption that the data are independent and identically distributed (assumption of randomness). Another aim of this unique monograph is to outline some limits of predictions: The approach based on algorithmic theory of randomness allows for the proof of impossibility of prediction in certain situations. The book describes how several important machine learning problems, such as density estimation in high-dimensional spaces, cannot be solved if the only assumption is randomness.

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