Applied Multivariate Statistical Analysis / (Record no. 43721)

MARC details
000 -LEADER
fixed length control field 03338nam a22003615i 4500
003 - CONTROL NUMBER IDENTIFIER
control field cutn
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20241010103048.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 191122s2019 gw | s |||| 0|eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783030260064
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783030260057
041 ## - LANGUAGE CODE
Language English
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Edition number Switzerland :
Classification number Springer, Cham,
Item number 2019.
090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (OCLC)
Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) QA276-280
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Härdle, Wolfgang Karl.
245 10 - TITLE STATEMENT
Title Applied Multivariate Statistical Analysis /
Statement of responsibility, etc by Wolfgang Karl Härdle, Léopold Simar.
250 ## - EDITION STATEMENT
Edition statement 5th ed. 2019.
300 ## - PHYSICAL DESCRIPTION
Extent XII, 558 p. 443 :
Other physical details illus., 308 illus. in color.
505 0# - FORMATTED CONTENTS NOTE
Contents Part I Descriptive Techniques -- 1 Comparison of Batches -- Part II Multivariate Random Variables -- 2 A Short Excursion into Matrix Algebra -- 3 Moving to Higher Dimensions -- 4 Multivariate Distributions -- 5 Theory of the Multinormal -- 6 Theory of Estimation -- 7 Hypothesis Testing -- Part III Multivariate Techniques -- 8 Regression Models -- 9 Variable Selection.-10 Decomposition of Data Matrices by Factors -- 11 Principal Components Analysis -- 12 Factor Analysis -- 13 Cluster Analysis -- 14 Discriminant Analysis -- 15 Correspondence Analysis -- 16 Canonical Correlation Analysis -- 17 Multidimensional Scaling -- 18 Conjoint Measurement Analysis -- 19 Applications in Finance -- 20 Computationally Intensive Techniques -- Part IV Appendix -- A Symbols and Notations -- B Data -- Index -- References.
520 ## - SUMMARY, ETC.
Summary, etc This textbook presents the tools and concepts used in multivariate data analysis in a style accessible for non-mathematicians and practitioners. All chapters include practical exercises that highlight applications in different multivariate data analysis fields, and all the examples involve high to ultra-high dimensions and represent a number of major fields in big data analysis. For this new edition, the book has been updated and extensively revised and now includes an extended chapter on cluster analysis. All solutions to the exercises are supplemented by R and MATLAB or SAS computer code and can be downloaded from the Quantlet platform. Practical exercises from this book and their solutions can also be found in the accompanying Springer book by W.K. Härdle and Z. Hlávka: Multivariate Statistics - Exercises and Solutions. The Quantlet platform, quantlet.de, quantlet.com, quantlet.org, is an integrated QuantNet environment consisting of different types of statistics-related documents and program codes. Its goal is to promote reproducibility and offer a platform for sharing validated knowledge native to the social web. QuantNet and the corresponding data-driven document-based visualization allow readers to reproduce the tables, pictures and calculations presented in this Springer book.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Statistics .
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Economics, Mathematical .
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Economic theory.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Simar, Léopold.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type General Books
100 1# - MAIN ENTRY--PERSONAL NAME
Relator term author.
506 ## - RESTRICTIONS ON ACCESS NOTE
Terms governing access Online version restricted to NUS staff and students only through NUSNET.
538 ## - SYSTEM DETAILS NOTE
System details note Mode of access: World Wide Web.
538 ## - SYSTEM DETAILS NOTE
System details note System requirements: Internet connectivity; World Wide Web browser.
700 1# - ADDED ENTRY--PERSONAL NAME
Relator term author.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Printed edition:
International Standard Book Number 9783030260057.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Printed edition:
International Standard Book Number 9783030260071.
956 40 - LOCAL ELECTRONIC LOCATION AND ACCESS (OCLC)
Uniform Resource Identifier <a href="http://libproxy1.nus.edu.sg/login?url=https://doi.org/10.1007/978-3-030-26006-4">http://libproxy1.nus.edu.sg/login?url=https://doi.org/10.1007/978-3-030-26006-4</a>
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Location Shelving location Date of Cataloging Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type
    Dewey Decimal Classification     Non-fiction CUTN Central Library CUTN Central Library Sciences 10/10/2024   519.5 HAR 50374 10/10/2024 10/10/2024 General Books