Tools

LEADER 03376cam 2200493 i 4500

001 on1110661527;

003 OCoLC;

005 20220408144839.0;

008 190614s2020 caua b 001 0 eng ;

010 a| 2019024334;

020 a| 9780520339996q| hardcover;

020 a| 0520339991q| hardcover;

020 a| 9780520292307q| paperback;

020 a| 0520292308q| paperback;

020 z| 9780520965874q| electronic book;

035 a| (Sirsi) 99990685102;

035 a| 99990685102;

035 a| (OCoLC)1110661527;

042 a| pcc;

050 00 a| H61.3b| .S49 2020;

082 00 a| 300.285/63122| 23;

100 1 a| Shu, Xiaoling,d| 1968-e| author.=| ^A1438931;

245 10 a| Knowledge discovery in the social sciences :b| a data mining approach /c| Xiaoling Shu.;

264 1 a| Oakland, California :b| University of California Press,c| [2020];

300 a| 253 pages ;c| 26 cm;

336 a| textb| txt2| rdacontent;

337 a| unmediatedb| n2| rdamedia;

338 a| volumeb| nc2| rdacarrier;

504 a| Includes bibliographical references and index.;

505 0 a| Knowledge discovery and data mining in social science research -- Data preprocessing -- Model assessment -- Data mining : unsupervised learning -- Data mining : supervised learning -- Data mining : text data and network data.;

520 a| "Knowledge Discovery in the Social Sciences helps readers find valid, meaningful, and useful information, and it is written for researchers and data analysts, as well as students who hold no prior experience in statistics or computer science. Suitable for a variety of courses--including upper-division courses for undergraduates, introductory courses for graduate students, and courses in data management and advanced statistical methods--the book guides readers in the application of data mining techniques and illustrates the significance of newly discovered knowledge. Readers will learn to: appreciate the role of data mining in scientific research; develop expertise in fundamental concepts of data mining and knowledge discovery; use software to carry out data mining tasks; select and assess appropriate models to ensure findings are valid and meaningful; develop basic skills in data preparation, data mining, model selection, and validation. Learning tools include an exercise section and review summary at the end of each chapter, while instructor's resources include instructions on how to carry out data mining tasks on various software"--c| Provided by publisher.;

650 0 a| Social sciencesx| Researchx| Data processing.=| ^A1019094;

650 0 a| Data mining.=| ^A408868;

650 6 a| Sciences socialesx| Recherchex| Informatique.;

650 6 a| Exploration de données (Informatique);

650 7 a| Data mining.2| fast0| (OCoLC)fst00887946;

776 08 i| Online version:a| Shu, Xiaoling, 1968-t| Knowledge discovery in the social sciences.d| Oakland, California : University of California Press, [2020]z| 9780520965874w| (DLC) 2019024335;

949 i| 30372017346898o| jjlm;

960 o| 1s| 39.95t| Joyner48u| JSOCz| USD;

596 a| 1;

998 a| 5814585;

999 a| H61.3 .S49 2020w| LCc| 1i| 30372017346898d| 9/27/2022e| 6/16/2022l| JGESm| JOYNERr| Ys| Yt| JGESBKu| 6/16/2022x| BOOKz| JSTACKSo| .STAFF. jjlm;

Knowledge discovery in the social sciences : a data mining approach / Xiaoling Shu.

Author/creator	Shu, Xiaoling, 1968- author.
Format	Book
Publication	Oakland, California : University of California Press, [2020]
Description	253 pages ; 26 cm
Subjects	Social sciences--Research. --Data processing. Data mining. Sciences sociales--Recherche. --Informatique. Exploration de données (Informatique)

Contents	Knowledge discovery and data mining in social science research -- Data preprocessing -- Model assessment -- Data mining : unsupervised learning -- Data mining : supervised learning -- Data mining : text data and network data.
Abstract	"Knowledge Discovery in the Social Sciences helps readers find valid, meaningful, and useful information, and it is written for researchers and data analysts, as well as students who hold no prior experience in statistics or computer science. Suitable for a variety of courses--including upper-division courses for undergraduates, introductory courses for graduate students, and courses in data management and advanced statistical methods--the book guides readers in the application of data mining techniques and illustrates the significance of newly discovered knowledge. Readers will learn to: appreciate the role of data mining in scientific research; develop expertise in fundamental concepts of data mining and knowledge discovery; use software to carry out data mining tasks; select and assess appropriate models to ensure findings are valid and meaningful; develop basic skills in data preparation, data mining, model selection, and validation. Learning tools include an exercise section and review summary at the end of each chapter, while instructor's resources include instructions on how to carry out data mining tasks on various software"-- Provided by publisher.
Bibliography note	Includes bibliographical references and index.
Issued in other form	Online version: Shu, Xiaoling, 1968- Knowledge discovery in the social sciences. Oakland, California : University of California Press, [2020] 9780520965874
LCCN	2019024334
ISBN	9780520339996 hardcover
ISBN	0520339991 hardcover
ISBN	9780520292307 paperback
ISBN	0520292308 paperback
ISBN	electronic book

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Knowledge discovery in the social sciences : a data mining approach / Xiaoling Shu.

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