MARC details
| 000 -LEADER |
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03562nam a22003377a 4500 |
| 001 - CONTROL NUMBER |
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saulb0010910 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
BD-SyAU |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20260128122236.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
260128s2019 sz |||| o |||| 0|eng |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
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| LC control number |
2019748527 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9783030260057 |
| 040 ## - CATALOGING SOURCE |
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| Original cataloging agency |
DLC |
| Language of cataloging |
eng |
| Description conventions |
pn |
| -- |
rda |
| Transcribing agency |
DLC |
| Modifying agency |
BD-SyAU |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
330.015195 |
| Edition number |
23 |
| Item number |
HAA |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Härdle, Wolfgang Karl. |
| Relator term |
author. |
| 9 (RLIN) |
5266 |
| 245 10 - TITLE STATEMENT |
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| Title |
Applied Multivariate Statistical Analysis / |
| Statement of responsibility, etc. |
by Wolfgang Karl Härdle, Léopold Simar. |
| 250 ## - EDITION STATEMENT |
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| Edition statement |
5th ed. 2015. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
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| Place of production, publication, distribution, manufacture |
Switzerland : |
| Name of producer, publisher, distributor, manufacturer |
Springer, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2019. |
| 300 ## - PHYSICAL DESCRIPTION |
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| Extent |
xii, 558 p.: |
| Other physical details |
ill.; |
| Dimensions |
25cm |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
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| Bibliography, etc |
Includes bibliographical references and index. |
| 505 0# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
I Descriptive Techniques: Comparison of Batches -- II Multivariate Random Variables: A Short Excursion into Matrix Algebra -- Moving to Higher Dimensions -- Multivariate Distributions -- Theory of the Multinormal -- Theory of Estimation -- Hypothesis Testing -- III Multivariate Techniques: Regression Models -- Variable Selection -- Decomposition of Data Matrices by Factors -- Principal Components Analysis -- Factor Analysis -- Cluster Analysis -- Discriminant Analysis -- Correspondence Analysis -- Canonical Correlation Analysis -- Multidimensional Scaling -- Conjoint Measurement Analysis -- Applications in Finance -- Computationally Intensive Techniques -- IV Appendix: Symbols and Notations -- Data. |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc. |
Focusing on high-dimensional applications, this 4th edition presents the tools and concepts used in multivariate data analysis in a style that is also accessible for non-mathematicians and practitioners. It surveys the basic principles and emphasizes both exploratory and inferential statistics; a new chapter on Variable Selection (Lasso, SCAD and Elastic Net) has also been added. All chapters include practical exercises that highlight applications in different multivariate data analysis fields: in quantitative financial studies, where the joint dynamics of assets are observed; in medicine, where recorded observations of subjects in different locations form the basis for reliable diagnoses and medication; and in quantitative marketing, where consumers' preferences are collected in order to construct models of consumer behavior. All of these examples involve high to ultra-high dimensions and represent a number of major fields in big data analysis. The fourth edition of this book on Applied Multivariate Statistical Analysis offers the following new features: A new chapter on Variable Selection (Lasso, SCAD and Elastic Net) All exercises are supplemented by R and MATLAB code that can be found on www.quantlet.de The practical exercises include solutions that can be found in Härdle, W. and Hlavka, Z., Multivariate Statistics: Exercises and Solutions. Springer Verlag, Heidelberg. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name as entry element |
Economic theory. |
| 9 (RLIN) |
5267 |
|
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| Topical term or geographic name as entry element |
Economics, Mathematical. |
| 9 (RLIN) |
167 |
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| Topical term or geographic name as entry element |
Statistics. |
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| Topical term or geographic name as entry element |
Statistics for Business, Management, Economics, Finance, Insurance. |
| Authority record control number |
https://scigraph.springernature.com/ontologies/product-market-codes/S17010 |
| 9 (RLIN) |
5268 |
|
|---|
| Topical term or geographic name as entry element |
Economic Theory/Quantitative Economics/Mathematical Methods. |
| Authority record control number |
https://scigraph.springernature.com/ontologies/product-market-codes/W29000 |
| 9 (RLIN) |
5269 |
|
|---|
| Topical term or geographic name as entry element |
Quantitative Finance. |
| Authority record control number |
https://scigraph.springernature.com/ontologies/product-market-codes/M13062 |
| 9 (RLIN) |
5270 |
|
|---|
| Topical term or geographic name as entry element |
Statistical Theory and Methods. |
| Authority record control number |
https://scigraph.springernature.com/ontologies/product-market-codes/S11001 |
| 9 (RLIN) |
5271 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Simar, Léopold. |
| Relator term |
author. |
| 9 (RLIN) |
5272 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
Books |