Verfügbarkeit: Applied multivariate statistical analysis

Applied multivariate statistical analysis:

Gespeichert in:

Bibliographische Detailangaben
Beteiligte Personen:	Härdle, Wolfgang 1953- (VerfasserIn), Simar, Léopold (VerfasserIn)
Format:	Elektronisch E-Book
Sprache:	Englisch
Veröffentlicht:	Berlin [u.a.] Springer 2007
Ausgabe:	2. ed.
Schlagwörter:	Análise multivariada Análisis estadístico Análisis multivariado Multivariate analyse Multivariate analysis Multivariate Analyse Wirtschaftstheorie Statistik Lehrbuch
Links:	https://doi.org/10.1007/978-3-540-72244-1 https://doi.org/10.1007/978-3-540-72244-1 https://doi.org/10.1007/978-3-540-72244-1 https://doi.org/10.1007/978-3-540-72244-1 https://doi.org/10.1007/978-3-540-72244-1 https://doi.org/10.1007/978-3-540-72244-1 https://doi.org/10.1007/978-3-540-72244-1 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=016090818&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Umfang:	1 Online-Ressource
ISBN:	9783540722441
DOI:	10.1007/978-3-540-72244-1

Internformat

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Datensatz im Suchindex

DE-BY-TUM_katkey	1961421
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adam_text	Contents Préface to the 2nd Edition v Préface to the lst Edition vii I Descriptive Techniques 1 1 Comparison of Batches 3 1.1 Hoxplots 1 1.2 Histoj;rams . Kl I 3 Kernel IVusities 13 II Siattcrplots 17 l..* Clicrnotf Fhirv Faces 20 I.ti Aiiclriws Curves 23 17 l arallcl ( ixiriliiiati IMots 27 I Boston Housing 2S 1 !l F.xerciscs 35 II Multivariate Random Variables 39 2 A Short Excursion into Matrix Algebra 41 21 Klementarv Opérations . 11 2 2 Spectral Din hii\|)osUioiis Hi 2 3 Qiitulriitic Fnrms 17 2 1 DlTIViltlVI S • )() 2.5 Partitiiiiicii Matrices r l 2(i (JcDiiu trK al Asp«vts 52 2.7 Exercises 59 3 Moving to Higher Dimensions 61 3.1 C iivariance fil 3.2 Corrélation 65 3 3 Siiiiiinarv Statisties . . . 1 3 1 I.inear Moilel for Twn analiles 73 3 5 Simple Analvsis of ariaiice 7!) 3.(i Multiple Linear Mo.lel X3 3 7 Boston Hoiising ^~ 3.S Exercises M 4 Multivariate Distributions * 4.1 Distribution and Density Function 93 4.2 Moments and Characteristic Functions 98 4.3 Transformations 106 4.4 The Multinormal Distribution 108 4.5 Sampling Distributions and Limit Theorems H1 4.6 Heavy Tailed Distributions 118 4.7 Copulae 132 4.8 Bootstrap 141 4.9 Exercises 144 5 Theory of the Multinormal 147 5.1 Elementary Properties of the Multinormal 147 5.2 The Wishart Distribution 153 5.3 Hotelling s T2 Distribution 154 5.4 Spherical and Elliptical Distributions ^ 5.5 Exercises 158 6 Theory of Estimation 161 6.1 The Likelihood Function 161 6.2 The Cramer Rao Lower Bound 165 6.3 Exercises 168 7 Hypothesis Testing * 7.1 Likelihood Ratio Test 171 7.2 Linear Hypothesis 179 7.3 Boston Housing 194 7.4 Exercises 196 III Multivariate Techniques ^ 8 Décomposition of Data Matrices by Factors 8.1 The Géométrie Point of View 2 8.2 Fitting the p dimensional Point Cloud 2^ 8.3 Fitting the n dimensional Point Cloud 8.4 Relations between Subspaces 8.5 Practical Computation 8.6 Exercises 215 9 Principal Components Analysis , 9.1 Standardized Linear Combination ..„ 9.2 Principal Components in Practice „„ 9.3 Interprétation of the PCs 2g 9.4 Asymptotic Properties of the PCs _2g 9.5 Normalized Principal Components Analysis „„ 9.6 Principal Components as a Factorial Method ,^ 9.7 Common Principal Components ~,v 9.8 Boston Housing 2«g 9.9 More Examples 2 y 9.10 Exercises 10 Factor Analysis 251 10.1 The Orthogonal Factor Model 251 10.2 Estimation of the Factor Model 257 10.3 Factor Scores and Stratégies 264 10.4 Boston Housing 265 10.5 Exercises 269 11 Cluster Analysis 271 11.1 The Problem 271 11.2 The Proximity between Objects 272 11.3 Cluster Algorithms 276 11.4 Boston Housing 284 11.5 Exercises 285 12 Discriminant Analysis 289 12.1 Allocation Rules for Known Distributions 289 12.2 Discrimination Rules in Practice 295 12.3 Boston Housing 300 12.4 Exercises 301 13 Correspondence Analysis 305 13.1 Motivation 305 13.2 Chi square Décomposition 307 13.3 Correspondence Analysis in Practice 310 13.4 Exercises 318 14 Canonical Corrélation Analysis 321 14.1 Most Interesting Linear Combination 321 14.2 Canonical Corrélation in Practice 325 14.3 Exercises 330 15 Multidimensional Scaling 331 15.1 The Problem 331 15.2 Metric Multidimensional Scaling 336 15.3 Nonmetric Multidimensional Scaling 339 15.4 Exercises 346 16 Conjoint Measurement Analysis 347 16.1 Introduction 347 16.2 Design of Data Génération 349 16.3 Estimation of Préférence Orderings 351 16.4 Exercises 357 17 Applications in Finance 359 17.1 Portfolio Choice 359 17.2 Efficient Portfolio 360 17.3 Efficient Portfolios in Practice 365 17.4 The Capital Pricing Model (CAPM) 367 17.5 Exercises 368 18 Computationally Intensive Techniques 371 18.1 Simplicial Depth 371 18.2 Projection Pursuit 375 Q7Q 18.3 Sliced Inverse Régression 18.4 Support Vector Machines 385 18.5 Classification and Régression Trees 401 18.6 Boston Housing 417 18.7 Exercises 418 IV Appendix 421 A Symbols and Notations 423 B Data 427 B.l Boston Housing Data 427 B.2 Swiss Bank Notes 4Z B.3 Car Data 430 B.4 Classic Blue Pullovers Data 432 B.5 U.S. Companies Data 432 B.6 Prench Food Data 434 B.7 Car Marks 434 B.8 Prench Baccalauréat Frequencies 435 B.9 Journaux Data 435 B.10 U.S. Crime Data 436 B.ll Plasma Data 437 B.12 WAIS Data 438 B.13 ANOVA Data 439 B.14 Timebudget Data 440 B.15 Geopol Data 441 B.16 U.S. Health Data 443 B.17 Vocabulary Data 444 B.18 Athletic Records Data 445 B.19 Unemployment Data 447 B.20 Annual Population Data 447 B.21 Bankruptcy Data 448 Bibliography 451 Index 455
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author	Härdle, Wolfgang 1953- Simar, Léopold
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spellingShingle	Härdle, Wolfgang 1953- Simar, Léopold Applied multivariate statistical analysis Análise multivariada larpcal Análisis estadístico Análisis multivariado Multivariate analyse gtt Multivariate analysis Multivariate Analyse (DE-588)4040708-1 gnd Wirtschaftstheorie (DE-588)4079351-5 gnd Statistik (DE-588)4056995-0 gnd
subject_GND	(DE-588)4040708-1 (DE-588)4079351-5 (DE-588)4056995-0 (DE-588)4123623-3
title	Applied multivariate statistical analysis
title_auth	Applied multivariate statistical analysis
title_exact_search	Applied multivariate statistical analysis
title_full	Applied multivariate statistical analysis Wolfgang Härdle ; Léopold Simar
title_fullStr	Applied multivariate statistical analysis Wolfgang Härdle ; Léopold Simar
title_full_unstemmed	Applied multivariate statistical analysis Wolfgang Härdle ; Léopold Simar
title_short	Applied multivariate statistical analysis
title_sort	applied multivariate statistical analysis
topic	Análise multivariada larpcal Análisis estadístico Análisis multivariado Multivariate analyse gtt Multivariate analysis Multivariate Analyse (DE-588)4040708-1 gnd Wirtschaftstheorie (DE-588)4079351-5 gnd Statistik (DE-588)4056995-0 gnd
topic_facet	Análise multivariada Análisis estadístico Análisis multivariado Multivariate analyse Multivariate analysis Multivariate Analyse Wirtschaftstheorie Statistik Lehrbuch
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work_keys_str_mv	AT hardlewolfgang appliedmultivariatestatisticalanalysis AT simarleopold appliedmultivariatestatisticalanalysis

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