Applied multivariate statistical analysis:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Berlin [u.a.]
Springer
2007
|
| Edition: | 2. ed. |
| Subjects: | |
| Online Access: | Inhaltstext Inhaltsverzeichnis |
| Physical Description: | XII, 458 S. Ill., graph. Darst. |
| ISBN: | 9783540722434 3540722432 |
Staff View
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| 245 | 1 | 0 | |a Applied multivariate statistical analysis |c Wolfgang Härdle ; Léopold Simar |
| 250 | |a 2. ed. | ||
| 264 | 1 | |a Berlin [u.a.] |b Springer |c 2007 | |
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Record in the Search Index
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WOLFGANG HARDLE * LEOPOLD SIMAR APPLIED MULTIVARIATE STATISTICAL
ANALYSIS SECOND EDITION 4Y SPRINGER CONTENTS PREFACE TO THE 2ND EDITION
V PREFACE TO THE 1ST EDITION VII I DESCRIPTIVE TECHNIQUES 1 1 COMPARISON
OF BATCHES 3 1.1 BOXPLOTS 4 1.2 HISTOGRAMS 10 1.3 KERNEL DENSITIES 13
1.4 SCATTERPLOTS 17 1.5 CHERNOFF-FLURY FACES 20 1.6 ANDREWS' CURVES .'
23 1.7 PARALLEL COORDINATE PLOTS 27 1.8 BOSTON HOUSING ' 28 1.9
EXERCISES 35 II MULTIVARIATE RANDOM VARIABLES 39 2 A SHORT EXCURSION
INTO MATRIX ALGEBRA 41 2.1 ELEMENTARY OPERATIONS 41 2.2 SPECTRAL
DECOMPOSITIONS 46 2.3 QUADRATIC FORMS 47 2.4 DERIVATIVES 50 2.5
PARTITIONED MATRICES 51 2.6 GEOMETRICAL ASPECTS 52 2.7 EXERCISES 59 3
MOVING TO HIGHER DIMENSIONS 61 3.1 COVARIANCE 61 3.2 CORRELATION ^ 65
3.3 SUMMARY STATISTICS 70 3.4 LINEAR MODEL FOR TWO VARIABLES 73 3.5
SIMPLE ANALYSIS OF VARIANCE 79 3.6 MULTIPLE LINEAR MODEL 83 3.7 BOSTON
HOUSING 87 3.8 EXERCISES 90 CONTENTS MULTIVARIATE DISTRIBUTIONS 93 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 ILL 4.6 HEAVY-TAILED
DISTRIBUTIONS 118 4.7 COPULAE 132 4.8 BOOTSTRAP 141 4.9 EXERCISES 144
THEORY OF THE MULTINORMAL 147 5.1 ELEMENTARY PROPERTIES OF THE
MULTINORMAL 147 5.2 THE WISHART DISTRIBUTION 153 5.3 HOTELLING'S T 2
-DISTRIBUTION ' 154 5.4 SPHERICAL AND ELLIPTICAL DISTRIBUTIONS 156 5.5
EXERCISES 158 THEORY OF ESTIMATION 161 6.1 THE LIKELIHOOD FUNCTION 161
6.2 THE CRAMER-RAO LOWER BOUND 165 6.3 EXERCISES '. 168 HYPOTHESIS
TESTING ' 171 7.1 LIKELIHOOD RATIO TEST 171 7.2 LINEAR HYPOTHESIS 179
7.3 BOSTON HOUSING 194 7.4 EXERCISES 196 III MULTIVARIATE TECHNIQUES 201
8 DECOMPOSITION OF DATA MATRICES BY FACTORS 203 8.1 THE GEOMETRIC POINT
OF VIEW 203 8.2 FITTING THE P-DIMENSIONAL POINT CLOUD 205 8.3 FITTING
THE N-DIMENSIONAL POINT CLOUD 208 8.4 RELATIONS BETWEEN SUBSPACES 209
8.5 PRACTICAL COMPUTATION 211 8.6 EXERCISES ' 213 9 PRINCIPAL COMPONENTS
ANALYSIS 215 9.1 STANDARDIZED LINEAR COMBINATION 215 9.2 PRINCIPAL
COMPONENTS IN PRACTICE 219 9.3 INTERPRETATION OF THE PCS 222 9.4
ASYMPTOTIC PROPERTIES OF THE PCS 226 9.5 NORMALIZED PRINCIPAL COMPONENTS
ANALYSIS 228 9.6 PRINCIPAL COMPONENTS AS A FACTORIAL METHOD 229 9.7
COMMON PRINCIPAL COMPONENTS 234 9.8 BOSTON HOUSING 237 9.9 MORE EXAMPLES
239 9.10 EXERCISES 247 CONTENTS XI 10 FACTOR ANALYSIS 251 10.1 THE
ORTHOGONAL FACTOR MODEL 251 10.2 ESTIMATION OF THE FACTOR MODEL . 257
10.3 FACTOR SCORES AND STRATEGIES 264 10.4 BOSTON HOUSING . . . T 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
DECOMPOSITION 307 13.3 CORRESPONDENCE ANALYSIS IN PRACTICE 310 13.4
EXERCISES . '. 318 14 CANONICAL CORRELATION ANALYSIS 321 14.1 MOST
INTERESTING LINEAR COMBINATION 321 14.2 CANONICAL CORRELATION 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 GENERATION ; 349
16.3 ESTIMATION OF PREFERENCE 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
CONTENTS 18.3 SLICED INVERSE REGRESSION 379 18.4 SUPPORT VECTOR MACHINES
385 18.5 CLASSIFICATION AND REGRESSION TREES 401 18.6 BOSTON HOUSING 417
18.7 EXERCISES " 418 IV APPENDIX 421 A SYMBOLS AND NOTATIONS 423 B DATA
427 B.I BOSTON HOUSING DATA 427 B.2 SWISS BANK NOTES 427 B.3 CAR DATA
430 B.4 CLASSIC BLUE PULLOVERS DATA 432 B.5 U.S. COMPANIES DATA 432 B.6
FRENCH FOOD DATA * 434 B.7 CAR MARKS 434 B.8 FRENCH BACCALAUREAT
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 |
| adam_txt |
WOLFGANG HARDLE * LEOPOLD SIMAR APPLIED MULTIVARIATE STATISTICAL
ANALYSIS SECOND EDITION 4Y SPRINGER CONTENTS PREFACE TO THE 2ND EDITION
V PREFACE TO THE 1ST EDITION VII I DESCRIPTIVE TECHNIQUES 1 1 COMPARISON
OF BATCHES 3 1.1 BOXPLOTS 4 1.2 HISTOGRAMS 10 1.3 KERNEL DENSITIES 13
1.4 SCATTERPLOTS 17 1.5 CHERNOFF-FLURY FACES 20 1.6 ANDREWS' CURVES .'
23 1.7 PARALLEL COORDINATE PLOTS 27 1.8 BOSTON HOUSING ' 28 1.9
EXERCISES 35 II MULTIVARIATE RANDOM VARIABLES 39 2 A SHORT EXCURSION
INTO MATRIX ALGEBRA 41 2.1 ELEMENTARY OPERATIONS 41 2.2 SPECTRAL
DECOMPOSITIONS 46 2.3 QUADRATIC FORMS 47 2.4 DERIVATIVES 50 2.5
PARTITIONED MATRICES 51 2.6 GEOMETRICAL ASPECTS 52 2.7 EXERCISES 59 3
MOVING TO HIGHER DIMENSIONS 61 3.1 COVARIANCE 61 3.2 CORRELATION ^ 65
3.3 SUMMARY STATISTICS 70 3.4 LINEAR MODEL FOR TWO VARIABLES 73 3.5
SIMPLE ANALYSIS OF VARIANCE 79 3.6 MULTIPLE LINEAR MODEL 83 3.7 BOSTON
HOUSING 87 3.8 EXERCISES 90 CONTENTS MULTIVARIATE DISTRIBUTIONS 93 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 ILL 4.6 HEAVY-TAILED
DISTRIBUTIONS 118 4.7 COPULAE 132 4.8 BOOTSTRAP 141 4.9 EXERCISES 144
THEORY OF THE MULTINORMAL 147 5.1 ELEMENTARY PROPERTIES OF THE
MULTINORMAL 147 5.2 THE WISHART DISTRIBUTION 153 5.3 HOTELLING'S T 2
-DISTRIBUTION ' 154 5.4 SPHERICAL AND ELLIPTICAL DISTRIBUTIONS 156 5.5
EXERCISES 158 THEORY OF ESTIMATION 161 6.1 THE LIKELIHOOD FUNCTION 161
6.2 THE CRAMER-RAO LOWER BOUND 165 6.3 EXERCISES '. 168 HYPOTHESIS
TESTING ' 171 7.1 LIKELIHOOD RATIO TEST 171 7.2 LINEAR HYPOTHESIS 179
7.3 BOSTON HOUSING 194 7.4 EXERCISES 196 III MULTIVARIATE TECHNIQUES 201
8 DECOMPOSITION OF DATA MATRICES BY FACTORS 203 8.1 THE GEOMETRIC POINT
OF VIEW 203 8.2 FITTING THE P-DIMENSIONAL POINT CLOUD 205 8.3 FITTING
THE N-DIMENSIONAL POINT CLOUD 208 8.4 RELATIONS BETWEEN SUBSPACES 209
8.5 PRACTICAL COMPUTATION 211 8.6 EXERCISES ' 213 9 PRINCIPAL COMPONENTS
ANALYSIS 215 9.1 STANDARDIZED LINEAR COMBINATION 215 9.2 PRINCIPAL
COMPONENTS IN PRACTICE 219 9.3 INTERPRETATION OF THE PCS 222 9.4
ASYMPTOTIC PROPERTIES OF THE PCS 226 9.5 NORMALIZED PRINCIPAL COMPONENTS
ANALYSIS 228 9.6 PRINCIPAL COMPONENTS AS A FACTORIAL METHOD 229 9.7
COMMON PRINCIPAL COMPONENTS 234 9.8 BOSTON HOUSING 237 9.9 MORE EXAMPLES
239 9.10 EXERCISES 247 CONTENTS XI 10 FACTOR ANALYSIS 251 10.1 THE
ORTHOGONAL FACTOR MODEL 251 10.2 ESTIMATION OF THE FACTOR MODEL . 257
10.3 FACTOR SCORES AND STRATEGIES 264 10.4 BOSTON HOUSING . . . T 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
DECOMPOSITION 307 13.3 CORRESPONDENCE ANALYSIS IN PRACTICE 310 13.4
EXERCISES . '. 318 14 CANONICAL CORRELATION ANALYSIS 321 14.1 MOST
INTERESTING LINEAR COMBINATION 321 14.2 CANONICAL CORRELATION 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 GENERATION ; 349
16.3 ESTIMATION OF PREFERENCE 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
CONTENTS 18.3 SLICED INVERSE REGRESSION 379 18.4 SUPPORT VECTOR MACHINES
385 18.5 CLASSIFICATION AND REGRESSION TREES 401 18.6 BOSTON HOUSING 417
18.7 EXERCISES " 418 IV APPENDIX 421 A SYMBOLS AND NOTATIONS 423 B DATA
427 B.I BOSTON HOUSING DATA 427 B.2 SWISS BANK NOTES 427 B.3 CAR DATA
430 B.4 CLASSIC BLUE PULLOVERS DATA 432 B.5 U.S. COMPANIES DATA 432 B.6
FRENCH FOOD DATA * 434 B.7 CAR MARKS 434 B.8 FRENCH BACCALAUREAT
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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| author_sort | Härdle, Wolfgang 1953- |
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| callnumber-subject | QA - Mathematics |
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| ctrlnum | (OCoLC)173641465 (DE-599)DNB984419055 |
| dewey-full | 519.5/35 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5/35 |
| dewey-search | 519.5/35 |
| dewey-sort | 3519.5 235 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften |
| discipline_str_mv | Mathematik Wirtschaftswissenschaften |
| edition | 2. ed. |
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| genre | (DE-588)4123623-3 Lehrbuch gnd-content |
| genre_facet | Lehrbuch |
| id | DE-604.BV022525348 |
| illustrated | Illustrated |
| index_date | 2024-07-02T18:04:42Z |
| indexdate | 2024-07-20T09:20:38Z |
| institution | BVB |
| isbn | 9783540722434 3540722432 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-015732036 |
| oclc_num | 173641465 |
| open_access_boolean | |
| owner | DE-824 DE-706 DE-703 DE-473 DE-BY-UBG DE-945 DE-11 DE-355 DE-BY-UBR DE-Aug4 DE-M347 DE-523 |
| owner_facet | DE-824 DE-706 DE-703 DE-473 DE-BY-UBG DE-945 DE-11 DE-355 DE-BY-UBR DE-Aug4 DE-M347 DE-523 |
| physical | XII, 458 S. Ill., graph. Darst. |
| publishDate | 2007 |
| publishDateSearch | 2007 |
| publishDateSort | 2007 |
| publisher | Springer |
| record_format | marc |
| spelling | Härdle, Wolfgang 1953- Verfasser (DE-588)110357116 aut Applied multivariate statistical analysis Wolfgang Härdle ; Léopold Simar 2. ed. Berlin [u.a.] Springer 2007 XII, 458 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Análise multivariada larpcal Análisis estadístico Análisis multivariado Multivariate analyse gtt Multivariate analysis Wirtschaftstheorie (DE-588)4079351-5 gnd rswk-swf Multivariate Analyse (DE-588)4040708-1 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf (DE-588)4123623-3 Lehrbuch gnd-content Multivariate Analyse (DE-588)4040708-1 s Statistik (DE-588)4056995-0 s Wirtschaftstheorie (DE-588)4079351-5 s 1\p DE-604 2\p DE-604 Simar, Léopold Verfasser (DE-588)123344107 aut text/html http://deposit.dnb.de/cgi-bin/dokserv?id=2967730&prov=M&dok_var=1&dok_ext=htm Inhaltstext HEBIS Datenaustausch Darmstadt application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015732036&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Härdle, Wolfgang 1953- Simar, Léopold Applied multivariate statistical analysis Análise multivariada larpcal Análisis estadístico Análisis multivariado Multivariate analyse gtt Multivariate analysis Wirtschaftstheorie (DE-588)4079351-5 gnd Multivariate Analyse (DE-588)4040708-1 gnd Statistik (DE-588)4056995-0 gnd |
| subject_GND | (DE-588)4079351-5 (DE-588)4040708-1 (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_exact_search_txtP | 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 Wirtschaftstheorie (DE-588)4079351-5 gnd Multivariate Analyse (DE-588)4040708-1 gnd Statistik (DE-588)4056995-0 gnd |
| topic_facet | Análise multivariada Análisis estadístico Análisis multivariado Multivariate analyse Multivariate analysis Wirtschaftstheorie Multivariate Analyse Statistik Lehrbuch |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=2967730&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015732036&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT hardlewolfgang appliedmultivariatestatisticalanalysis AT simarleopold appliedmultivariatestatisticalanalysis |