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Library,Documentation and Information Science Division

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-P.C.Mahalanobis


Robust correlation : (Record no. 423765)

000 -LEADER
fixed length control field 03024cam a22002658i 4500
001 - CONTROL NUMBER
control field 137744
003 - CONTROL NUMBER IDENTIFIER
control field ISI Library, Kolkata
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20170711132231.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 160428s2016 enk b 001 0 eng
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781118493458
040 ## - CATALOGING SOURCE
Original cataloging agency ISI Library
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 000SA.13
Edition number 23
Item number Sh554
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Shevlyakov, Georgy L.,
Relator term author
245 10 - TITLE STATEMENT
Title Robust correlation :
Remainder of title theory and applications /
Statement of responsibility, etc Georgy L. Shevlyakov and Hannu Oja.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Chichester :
Name of publisher, distributor, etc John Wiley,
Date of publication, distribution, etc ©2016.
300 ## - PHYSICAL DESCRIPTION
Extent xvi, 319 pages :
Other physical details illustrations ;
Dimensions 24 cm.
490 0# - SERIES STATEMENT
Series statement Wiley series in probability and statistics
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note 1. Introduction --<br/>2. Classical Measures of Correlation --<br/>3. Robust Estimation of Location --<br/>4. Robust Estimation of Scale --<br/>5. Robust Estimation of Correlation Coefficients --<br/>6. Classical Measures of Multivariate Correlation --<br/>7. Robust Estimation of Scatter and Correlation Matrices --<br/>8. Nonparametric Measures of Multivariate Correlation --<br/> Applications to Exploratory Data Analysis: Detection of Outliers --<br/>9. Applications to Time Series Analysis: Robust Spectrum Estimation --<br/>10. Applications to Signal Processing: Robust Detection.
520 ## - SUMMARY, ETC.
Summary, etc This bookpresents material on both the analysis of the classical concepts of correlation and on the development of their robust versions, as well as discussing the related concepts of correlation matrices, partial correlation, canonical correlation, rank correlations, with the corresponding robust and non-robust estimation procedures. Every chapter contains a set of examples with simulated and real-life data. Key features: -Makes modern and robust correlation methods readily available and understandable to practitioners, specialists, and consultants working in various fields. -Focuses on implementation of methodology and application of robust correlation with R. -Introduces the main approaches in robust statistics, such as Huber's minimax approach and Hampel's approach based on influence functions. -Explores various robust estimates of the correlation coefficient including the minimax variance and bias estimates as well as the most B- and V-robust estimates. -Contains applications of robust correlation methods to exploratory data analysis, multivariate statistics, statistics of time series, and to real-life data. -Includes an accompanying website featuring computer code and datasets -Features exercises and examples throughout the text using both small and large data sets. Theoretical and applied statisticians, specialists in multivariate statistics, robust statistics, robust time series analysis, data analysis and signal processing will benefit from this book. Practitioners who use correlation based methods in their work as well as postgraduate students in statistics will also find this book useful.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Correlation (Statistics)
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Mathematical statistics.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Oja, Hannu,
Relator term author
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type Books
Holdings
Lost status Not for loan Permanent Location Current Location Date acquired Source of acquisition Cost, normal purchase price Full call number Accession Number Koha item type
    ISI Library, Kolkata ISI Library, Kolkata 2017-04-13 424 6150.06 000SA.13 Sh554 137744 Books
Library, Documentation and Information Science Division, Indian Statistical Institute, 203 B T Road, Kolkata 700108, INDIA
Phone no. 91-33-2575 2100, Fax no. 91-33-2578 1412, ksatpathy@isical.ac.in


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