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內(nèi)容概要

　  Ian H. Witten, Eibe Frank and Mark A. Hall: Data Mining: Practical Machine Learning Tools and Techniques， Third Edition (ISBN 978-0-12-374856-0).　  Original English language edition copyright  2011 by Elsevier Inc. All rights reserved.　  Authorized English language reprint edition published by the Proprietor.　  Copyright  2012 by Elsevier (Singapore) Pte Ltd.　  Printed in China by China Machine Press under special arrangement with Elsevier (Singapore) Pte Ltd. This edition is authorized for sale in China only, excluding Hong Kong, Macao SARs and Taiwan.　  Unauthorized export of this edition is a violation of the Copyright Act. Violation of this Law is subject to Civil and Criminal Penalties.

作者簡介

作者：(新西蘭)威騰 (Witten.I.H.) (新西蘭)弗蘭克 (Frank.E.) (新西蘭)霍爾 (Hall.M.A.)

書籍目錄

PREFACEUpdated and Revised ContentSecond EditionThird EditionACKNOWLEDGMENTSABOUT THE AUTHORSPART Ⅰ INTRODUCTION TO DATA MININGCHAPTER 1 What's It All About？CHAPTER 2 Input:Concepts,Instances,and AttributesCHAPTER 3 Output:Knowledge RepresentationCHAPTER 4 Algorithms:The Basic MethodsCHAPTER 5 Credibility:Evaluating What's Been LearnedPART Ⅱ ADVANCED DATA MININGCHAPTER 6 Implementations:Real Machine Learning SchemesCHAPTER 7 Data TransformationsCHAPTER 8 Ensemble LearningCHAPTER 9 Moving on:Applications and BeyondPART Ⅲ THE WEKA DATA MINING WORKBENCHCHAPTER 10 Introduction to WekaCHAPTER 11 The ExplorerCHAPTER 12 The Knowledge Flow InterfaceCHAPTER 13 The ExperimenterCHAPTER 14 The Command-Line InterfaceCHAPTER 15 Embedded Machine LearningCHAPTER 16 Writing New Learning SchemesCHAPTER 17 Tutorial Exercises for the Weka ExplorerREFERENCESINDEX

章節(jié)摘錄

版權(quán)頁：PARTIntroduction to Data Mining 1What's It All About? 1Human in vitro feriilization involves collecting several eggs from a woman's ovanes，which， after fertilization with partner or donor sperm， produce several embryos.Some of these are selected and transferred to the woman's uterus. The challenge is to select the "best" embryos to use-the ones that are mosi likely to survive. Selection is based on around 60 recorded features of the embryos-charaaerizing their morphology. oocyte. and follicle. and the sperm sample. The number of feacures is large enough to make it difficult for an embryologist to assess them all simultaneously and correlate historical data with the cruciaJ outcome of whether that embryo did or did not result in a live child. In a research project in England.

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《數(shù)據(jù)挖掘:實(shí)用機(jī)器學(xué)習(xí)工具與技術(shù)(英文版?第3版)》編輯推薦：Printed in China by China Machine Press under special arrangement with Elsevier (Singapore) Pte Ltd. This edition is authorized for sale in China only, excluding Hong Kong, Macao SARs and Taiwan.

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