Back to Search Start Over

Contemporary issues in exploratory data mining in the behavioral sciences.

Authors :
McArdle, John J.
Ritschard, Gilbert
Publication Year :
2014

Abstract

Summary: This book reviews the latest techniques in exploratory data mining (EDM) for the analysis of data in the social and behavioral sciences to help researchers assess the predictive value of different combinations of variables in large data sets. Methodological findings and conceptual models that explain reliable EDM techniques for predicting and understanding various risk mechanisms are integrated throughout. Numerous examples illustrate the use of these techniques in practice. Contributors provide insight through hands-on experiences with their own use of EDM techniques in various settings. Readers are also introduced to the most popular EDM software programs. The results of EDM analyses can be perilous - they are often taken as predictions with little regard for cross-validating the results. This carelessness can be catastrophic in terms of money lost or patients misdiagnosed. This book addresses these concerns and advocates for the development of checks and balances for EDM analyses. Both the promises and the perils of EDM are addressed.

Subjects

Subjects :
Data mining
Social sciences

Details

Language :
English
ISBN :
9780415817097 (pbk.)
ISBNs :
9780415817097
Database :
Jio Institute Digital Library OPAC
Journal :
Contemporary issues in exploratory data mining in the behavioral sciences / edited by John J. McArdle and Gilbert Ritschard.
Notes :
Includes bibliographical references and index.
Publication Type :
Book
Accession number :
jio.Koha.JDL.1056
Document Type :
Bibliographies; Non-fiction