Kernel smoothing in MATLAB : (Record no. 2740300)

MARC details
000 -LEADER
fixed length control field 06929cam a2200817Ia 4500
001 - CONTROL NUMBER
control field ocn811820296
003 - CONTROL NUMBER IDENTIFIER
control field OCoLC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20220711182355.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION
fixed length control field m o d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
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008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 121004s2012 si a ob 001 0 eng d
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2012554726
040 ## - CATALOGING SOURCE
Original cataloging agency HKP
Language of cataloging eng
Description conventions pn
Transcribing agency HKP
Modifying agency OCLCO
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020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9789814405492
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9814405493
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9814405485
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9789814405485
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 661394842X
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9786613948427
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 1283635968
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9781283635967
029 1# - (OCLC)
OCLC library identifier AU@
System control number 000052914783
029 1# - (OCLC)
OCLC library identifier CHNEW
System control number 000619968
029 1# - (OCLC)
OCLC library identifier DEBBG
System control number BV043139192
029 1# - (OCLC)
OCLC library identifier DEBBG
System control number BV044168974
029 1# - (OCLC)
OCLC library identifier DEBSZ
System control number 379330369
029 1# - (OCLC)
OCLC library identifier DEBSZ
System control number 421330406
029 1# - (OCLC)
OCLC library identifier DEBSZ
System control number 454997787
029 1# - (OCLC)
OCLC library identifier NZ1
System control number 15586797
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)811820296
Canceled/invalid control number (OCoLC)813396022
-- (OCoLC)817819016
-- (OCoLC)961608634
-- (OCoLC)962660456
-- (OCoLC)988436312
-- (OCoLC)992043506
-- (OCoLC)994983544
-- (OCoLC)1037719214
-- (OCoLC)1055383590
-- (OCoLC)1062932222
-- (OCoLC)1081293605
-- (OCoLC)1086446623
-- (OCoLC)1153466352
-- (OCoLC)1228577608
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA278
Item number .K427 2012eb
072 #7 - SUBJECT CATEGORY CODE
Subject category code PBT
Source bicssc
072 #7 - SUBJECT CATEGORY CODE
Subject category code MAT
Subject category code subdivision 003000
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code MAT
Subject category code subdivision 029000
Source bisacsh
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 519.5
049 ## - LOCAL HOLDINGS (OCLC)
Holding library MAIN
245 00 - TITLE STATEMENT
Title Kernel smoothing in MATLAB :
Remainder of title theory and practice of Kernel smoothing /
Statement of responsibility, etc edited by Ivanka Horová, Jan Koláček, Jiří Zelinka.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Singapore :
Name of publisher, distributor, etc World Scientific,
Date of publication, distribution, etc 2012.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource
336 ## -
-- text
-- txt
-- rdacontent
337 ## -
-- computer
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-- rdamedia
338 ## -
-- online resource
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520 ## - SUMMARY, ETC.
Summary, etc Methods of kernel estimates represent one of the most effective nonparametric smoothing techniques. These methods are simple to understand and they possess very good statistical properties. This book provides a concise and comprehensive overview of statistical theory and in addition, emphasis is given to the implementation of presented methods in Matlab. All created programs are included in a special toolbox which is an integral part of the book. This toolbox contains many Matlab scripts useful for kernel smoothing of density, cumulative distribution function, regression function, hazard function, indices of quality and bivariate density. Specifically, methods for choosing a choice of the optimal bandwidth and a special procedure for simultaneous choice of the bandwidth, the kernel and its order are implemented. The toolbox is divided into six parts according to the chapters of the book. All scripts are included in a user interface and it is easy to manipulate with this interface. Each chapter of the book contains a detailed help for the related part of the toolbox too. This book is intended for newcomers to the field of smoothing techniques and would also be appropriate for a wide audience: advanced graduate, PhD students and researchers from both the statistical science and interface disciplines.
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note 1. Introduction. 1.1. Kernels and their properties. 1.2. Use of MATLAB toolbox. 1.3. Complements -- 2. Univariate kernel density estimation. 2.1. Basic definition. 2.2. Statistical properties of the estimate. 2.3. Choosing the shape of the kernel. 2.4. Choosing the bandwidth. 2.5. Density derivative estimation. 2.6. Automatic procedure for simultaneous choice of the kernel, the bandwidth and the kernel order. 2.7. Boundary effects. 2.8. Simulations. 2.9. Application to real data. 2.10. Use of MATLAB toolbox. 2.11. Complements -- 3. Kernel estimation of a distribution function. 3.1. Basic definition. 3.2. Statistical properties of the estimate. 3.3. Choosing the bandwidth. 3.4. Boundary effects. 3.5. Application to data. 3.6. Simulations. 3.7. Application to real data. 3.8. Use of MATLAB toolbox. 3.9. Complements -- 4. Kernel estimation and reliability assessment. 4.1. Basic definition. 4.2. Estimation of ROC curves. 4.3. Summary indices based on the ROC curve. 4.4. Other indices of reliability assessment. 4.5. Application to real data. 4.6. Use of MATLAB toolbox -- 5. Kernel estimation of a hazard function. 5.1. Basic definition. 5.2. Statistical properties of the estimate. 5.3. Choosing the bandwidth. 5.4. Description of algorithm. 5.5. Application to real data. 5.6. Use of MATLAB toolbox. 5.7. Complements -- 6. Kernel estimation of a regression function. 6.1. Basic definition. 6.2. Statistical properties of the estimate. 6.3. Choosing the bandwidth. 6.4. Estimation of the derivative of the regression function. 6.5. Automatic procedure for simultaneous choice of the kernel, the bandwidth and the kernel order. 6.6. Boundary effects. 6.7. Simulations. 6.8. Application to real data. 6.9. Use of MATLAB toolbox. 6.10. Complements -- 7. Multivariate kernel density estimation. 7.1. Basic definition. 7.2. Statistical properties of the estimate. 7.3. Bandwidth matrix selection. 7.4. A special case for bandwidth selection. 7.5. Simulations. 7.6. Application to real data. 7.7. Use of MATLAB toolbox. 7.8. Complements.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references (pages 213-223) and index.
590 ## - LOCAL NOTE (RLIN)
Local note eBooks on EBSCOhost
Provenance (VM) [OBSOLETE] EBSCO eBook Subscription Academic Collection - Worldwide
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Smoothing (Statistics)
9 (RLIN) 219430
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Kernel functions.
9 (RLIN) 162326
650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Lissage (Statistique)
9 (RLIN) 898853
650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Noyaux (Mathématiques)
9 (RLIN) 898854
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element MATHEMATICS
General subdivision Applied.
Source of heading or term bisacsh
9 (RLIN) 866311
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element MATHEMATICS
General subdivision Probability & Statistics
-- General.
Source of heading or term bisacsh
9 (RLIN) 868409
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Kernel functions.
Source of heading or term fast
-- (OCoLC)fst00986892
9 (RLIN) 162326
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Smoothing (Statistics)
Source of heading or term fast
-- (OCoLC)fst01121770
9 (RLIN) 219430
655 #0 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Horová, Ivana.
9 (RLIN) 898855
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Koláček, Jan.
9 (RLIN) 898856
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Zelinka, Jiří.
9 (RLIN) 898857
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
Title Kernel smoothing in MATLAB.
Place, publisher, and date of publication Singapore : World Scientific, 2012
Record control number (DLC) 2012554726
856 40 - ELECTRONIC LOCATION AND ACCESS
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