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Data preparation for data mining using SAS (Record no. 381615)

000 -LEADER
fixed length control field 04084cam a2200517Ia 4500
001 - CONTROL NUMBER
control field ocn156780417
003 - CONTROL NUMBER IDENTIFIER
control field OCoLC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20140120114209.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION
fixed length control field m o d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr cnu---unuuu
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 070718s2007 ne a ob 001 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency
Language of cataloging eng
Transcribing agency N$T
Modifying agency YDXCP
-- OCLCQ
-- IDEBK
-- E7B
-- FHM
-- OCLCQ
-- DKDLA
-- OCLCQ
-- OCLCO
-- OCLCQ
019 ## -
-- 488132922
-- 643578860
-- 648303369
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780080491004 (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 0080491006 (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 0123735777
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9780123735775
029 1# - (OCLC)
OCLC library identifier DEBBG
System control number BV039828904
029 1# - (OCLC)
OCLC library identifier NZ1
System control number 14540981
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)156780417
Canceled/invalid control number (OCoLC)488132922
-- (OCoLC)643578860
-- (OCoLC)648303369
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA76.9.D343
Item number R43 2007eb
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 021030
Source bisacsh
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.3/12
Edition number 22
049 ## - LOCAL HOLDINGS (OCLC)
Holding library ISIA
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Refaat, Mamdouh.
245 10 - TITLE STATEMENT
Title Data preparation for data mining using SAS
Medium [electronic resource] /
Statement of responsibility, etc Mamdouh Refaat.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Amsterdam ;
-- Boston :
Name of publisher, distributor, etc Morgan Kaufmann Publishers,
Date of publication, distribution, etc c2007.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (xxi, 399 p.) :
Other physical details ill.
490 1# - SERIES STATEMENT
Series statement The Morgan Kaufmann series in data management systems
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references (p. 373-374) and index.
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Contents -- 1 Introduction -- 2 Tasks and Data Flow -- 3 Review of Data Mining Modeling Techniques -- 4 SAS Macros: A Quick Start -- 5 Data Acquisition and Integration -- 6 Integrity Checks -- 8 Sampling and Partitioning -- 9 Data Transformations -- 10 Binning and Reduction of Cardinality -- 11 Treatment of Missing Values -- 12 Predictive Power and Variable Reduction I. 13 Analysis of Nominal and Ordinal Variables -- 14 Analysis of Continuous Variables -- 15 Principal Component Analysis (PCA) 2. 16 Factor Analysis -- 17 Predictive Power and Variable Reduction II. 18 Putting it All Together -- A Listing of SAS Macros.
520 8# - SUMMARY, ETC.
Summary, etc Are you a data mining analyst, who spends up to 80% of your time assuring data quality, then preparing that data for developing and deploying predictive models? And do you find lots of literature on data mining theory and concepts, but when it comes to practical advice on developing good mining views find little how to information? And are you, like most analysts, preparing the data in SAS? This book is intended to fill this gap as your source of practical recipes. It introduces a framework for the process of data preparation for data mining, and presents the detailed implementation of each step in SAS. In addition, business applications of data mining modeling require you to deal with a large number of variables, typically hundreds if not thousands. Therefore, the book devotes several chapters to the methods of data transformation and variable selection. FEATURES * A complete framework for the data preparation process, including implementation details for each step. * The complete SAS implementation code, which is readily usable by professional analysts and data miners. * A unique and comprehensive approach for the treatment of missing values, optimal binning, and cardinality reduction. * Assumes minimal proficiency in SAS and includes a quick-start chapter on writing SAS macros. * CD includes dozens of SAS macros plus the sample data and the program for the book's case study.
588 ## -
-- Description based on print version record.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Data mining.
630 00 - SUBJECT ADDED ENTRY--UNIFORM TITLE
Uniform title SAS (Computer file)
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS
General subdivision Database Management
-- Data Mining.
Source of heading or term bisacsh
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
Main entry heading Refaat, Mamdouh.
Title Data preparation for data mining using SAS.
Place, publisher, and date of publication Amsterdam ; Boston : Morgan Kaufmann Publishers, c2007
International Standard Book Number 0123735777
-- 9780123735775
Record control number (DLC) 2006023681
-- (OCoLC)70707784
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Morgan Kaufmann series in data management systems.
856 40 - ELECTRONIC LOCATION AND ACCESS
Materials specified EBSCOhost
Uniform Resource Identifier <a href="http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=195005">http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=195005</a>
938 ## -
-- YBP Library Services
-- YANK
-- 2586391
938 ## -
-- ebrary
-- EBRY
-- ebr10186413
938 ## -
-- EBSCOhost
-- EBSC
-- 195005
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type E-BOOKS
994 ## -
-- 92
-- INISI

No items available.

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