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Information Theoretic Principles for Agent Learning

★★★★★
★★★★★

English

By (author): Jerry D. Gibson

This book provides readers with the fundamentals of information theoretic techniques for statistical data science analyses and for characterizing the behavior and performance of a learning agent outside of the standard results on communications and compression fundamental limits. Readers will benefit from the presentation of information theoretic quantities, definitions, and results that provide or could provide insights into data science and learning.

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A01=Jerry D. GibsonAge Group_UncategorizedAuthor_Jerry D. Gibsonautomatic-updateCategory1=Non-FictionCategory=TJFCategory=TJKWCategory=UYQCategory=UYZCOP=SwitzerlandDelivery_Delivery within 10-20 working daysLanguage_EnglishPA=AvailablePrice_€50 to €100PS=Activesoftlaunch
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Product Details
  • Dimensions: 168 x 240mm
  • Publication Date: 06 Aug 2024
  • Publisher: Springer International Publishing AG
  • Publication City/Country: Switzerland
  • Language: English
  • ISBN13: 9783031653872

About Jerry D. Gibson

Jerry D. Gibson is Professor of Electrical and Computer Engineering at the University of California Santa Barbara. He has been an Associate Editor of the IEEE Transactions on Communications and the IEEE Transactions on Information Theory. He was an IEEE Communications Society Distinguished Lecturer for 2007-2008. He is an IEEE Fellow and he has received The Fredrick Emmons Terman Award (1990) the 1993 IEEE Signal Processing Society Senior Paper Award the 2009 IEEE Technical Committee on Wireless Communications Recognition Award and the 2010 Best Paper Award from the IEEE Transactions on Multimedia. He is the author coauthor and editor of several books the most recent of which are The Mobile Communications Handbook (Editor 3rd ed. 2012) Rate Distortion Bounds for Voice and Video (Coauthor with Jing Hu NOW Publishers 2014) and Information Theory and Rate Distortion Theory for Communications and Compression (Morgan-Claypool 2014). His research interests are lossy source coding wireless communications and networks and digital signal processing.

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