Probably Approximately Correct Learning

Probably Approximately Correct Learning
Author :
Publisher :
Total Pages : 22
Release :
ISBN-10 : UCSC:32106014940115
ISBN-13 :
Rating : 4/5 (15 Downloads)

Book Synopsis Probably Approximately Correct Learning by : David Haussler

Download or read book Probably Approximately Correct Learning written by David Haussler and published by . This book was released on 1990 with total page 22 pages. Available in PDF, EPUB and Kindle. Book excerpt: Abstract: "This paper surveys some recent theoretical results on the efficiency of machine learning algorithms. The main tool described is the notion of Probably Approximately Correct (PAC) learning, introduced by Valiant. We define this learning model and then look at some of the results obtained in it. We then consider some criticisms of the PAC model and the extensions proposed to address these criticisms. Finally, we look briefly at other models recently proposed in computational learning theory."


Probably Approximately Correct Learning Related Books

Probably Approximately Correct Learning
Language: en
Pages: 22
Authors: David Haussler
Categories: Algorithms
Type: BOOK - Published: 1990 - Publisher:

DOWNLOAD EBOOK

Abstract: "This paper surveys some recent theoretical results on the efficiency of machine learning algorithms. The main tool described is the notion of Probabl
Probably Approximately Correct
Language: en
Pages: 210
Authors: Leslie Valiant
Categories: Science
Type: BOOK - Published: 2013-06-04 - Publisher: Basic Books (AZ)

DOWNLOAD EBOOK

Presenting a theory of the theoryless, a computer scientist provides a model of how effective behavior can be learned even in a world as complex as our own, she
Probably Approximately Correct
Language: en
Pages: 208
Authors: Leslie Valiant
Categories: Science
Type: BOOK - Published: 2013-06-04 - Publisher: Basic Books

DOWNLOAD EBOOK

We have effective theories for very few things. Gravity is one, electromagnetism another. But for most things—whether as mundane as finding a mate or as major
Probably Approximately Correct
Language: en
Pages: 208
Authors: Leslie Valiant
Categories: Science
Type: BOOK - Published: 2013-06-04 - Publisher: Hachette UK

DOWNLOAD EBOOK

From a leading computer scientist, a unifying theory that will revolutionize our understanding of how life evolves and learns. How does life prosper in a comple
An Introduction to Computational Learning Theory
Language: en
Pages: 230
Authors: Michael J. Kearns
Categories: Computers
Type: BOOK - Published: 1994-08-15 - Publisher: MIT Press

DOWNLOAD EBOOK

Emphasizing issues of computational efficiency, Michael Kearns and Umesh Vazirani introduce a number of central topics in computational learning theory for rese