Data preparation for data mining using SAS (Record no. 381615)
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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> |
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-- | YBP Library Services |
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-- | ebrary |
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-- | EBSCOhost |
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-- | 195005 |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | E-BOOKS |
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-- | 92 |
-- | INISI |
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