Applied multivariate statistical analysis:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Heidelberg [u.a.]
Springer
2012
|
| Edition: | 3. ed. |
| Subjects: | |
| Online Access: | Inhaltstext Inhaltsverzeichnis |
| Physical Description: | XVII, 516 S. Ill., graph. Darst. |
| ISBN: | 9783642172281 3642172288 9783642172298 |
Staff View
MARC
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Record in the Search Index
| _version_ | 1805095707096383488 |
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| adam_text |
IMAGE 1
CONTENTS
PART I DESCRIPTIVE TECHNIQUES 1 COMPARISON OF BATCHES 3
1.1 BOXPLOTS 4
1.2 HISTOGRAMS 11
1.3 KERNEL DENSITIES 14
1.4 SCATTERPLOTS 18
1.5 CHERNOFF-FLURY FACES 21
1.6 ANDREWS' CURVES 25
1.7 PARALLEL COORDINATE PLOTS 28
1.8 HEXAGON PLOTS 33
1.9 BOSTON HOUSING 35
1.10 EXERCISES 43
PART II MULTIVARIATE RANDOM VARIABLES
2 A SHORT EXCURSION INTO MATRIX ALGEBRA 49
2.1 ELEMENTARY OPERATIONS 49
2.2 SPECTRAL DECOMPOSITIONS 55
2.3 QUADRATIC FORMS 57
2.4 DERIVATIVES 60
2.5 PARTITIONED MATRICES 61
2.6 GEOMETRICAL ASPECTS 63
2.7 EXERCISES 70
3 MOVING TO HIGHER DIMENSIONS 73
3.1 COVARIANCE 74
3.2 CORRELATION 78
3.3 SUMMARY STATISTICS 83
3.4 LINEAR MODEL FOR TWO VARIABLES 86
3.5 SIMPLE ANALYSIS OF VARIANCE 93
3.6 MULTIPLE LINEAR MODEL 97
BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/1007589744
DIGITALISIERT DURCH
IMAGE 2
XIV CONTENTS
3.7 BOSTON HOUSING 101
3.8 EXERCISES 104
4 MULTIVARIATE DISTRIBUTIONS 107
4.1 DISTRIBUTION AND DENSITY FUNCTION 108
4.2 MOMENTS AND CHARACTERISTIC FUNCTIONS 113
4.3 TRANSFORMATIONS 123
4.4 THE MULTINORMAL DISTRIBUTION 125
4.5 SAMPLING DISTRIBUTIONS AND LIMIT THEOREMS 129
4.6 HEAVY-TAILED DISTRIBUTIONS 136
4.7 COPULAE 150
4.8 BOOTSTRAP 160
4.9 EXERCISES 163
5 THEORY OF THE MULTINOMIAL 167
5.1 ELEMENTARY PROPERTIES OF THE MULTINORMAL 167
5.2 THE WISHART DISTRIBUTION 174
5.3 HOTELLING'S ^-DISTRIBUTION 176
5.4 SPHERICAL AND ELLIPTICAL DISTRIBUTIONS 178
5.5 EXERCISES 180
6 THEORY OF ESTIMATION 183
6.1 THE LIKELIHOOD FUNCTION 184
6.2 THE CRAMER-RAO LOWER BOUND 188
6.3 EXERCISES 191
7 HYPOTHESIS TESTING 193
7.1 LIKELIHOOD RATIO TEST 194
7.2 LINEAR HYPOTHESIS 203
7.3 BOSTON HOUSING 220
7.4 EXERCISES 223
PART III MULTIVARIATE TECHNIQUES
8 REGRESSION MODELS 229
8.1 GENERAL ANOVA AND ANCOVA MODELS 231
8.1.1 ANOVA MODELS 231
8.1.2 ANCOVA MODELS 236
8.1.3 BOSTON HOUSING 237
8.2 CATEGORICAL RESPONSES 238
8.2.1 MULTINOMIAL SAMPLING AND CONTINGENCY TABLES 238 8.2.2 LOG-LINEAR
MODELS FOR CONTINGENCY TABLES 239
8.2.3 TESTING ISSUES WITH COUNT DATA 243
8.2.4 LOGIT MODELS 246
8.3 EXERCISES 252
9 DECOMPOSITION OF DATA MATRICES BY FACTORS 255
9.1 THE GEOMETRIC POINT OF VIEW 256
IMAGE 3
CONTENTS XV
9.2 FITTING THE /»-DIMENSIONAL POINT CLOUD 257
9.3 FITTING THE N-DIMENSIONAL POINT CLOUD 260
9.4 RELATIONS BETWEEN SUBSPACES 262
9.5 PRACTICAL COMPUTATION 263
9.6 EXERCISES 266
10 PRINCIPAL COMPONENTS ANALYSIS 269
10.1 STANDARDIZED LINEAR COMBINATION 270
10.2 PRINCIPAL COMPONENTS IN PRACTICE 274
10.3 INTERPRETATION OF THE PCS 276
10.4 ASYMPTOTIC PROPERTIES OF THE PCS 280
10.5 NORMALIZED PRINCIPAL COMPONENTS ANALYSIS 283
10.6 PRINCIPAL COMPONENTS AS A FACTORIAL METHOD 284
10.7 COMMON PRINCIPAL COMPONENTS 290
10.8 BOSTON HOUSING 293
10.9 MORE EXAMPLES 294
10.10 EXERCISES 302
11 FACTOR ANALYSIS 307
11.1 THE ORTHOGONAL FACTOR MODEL 308
11.2 ESTIMATION OF THE FACTOR MODEL 314
11.3 FACTOR SCORES AND STRATEGIES 322
11.4 BOSTON HOUSING 324
11.5 EXERCISES 329
12 CLUSTER ANALYSIS 331
12.1 THE PROBLEM 332
12.2 THE PROXIMITY BETWEEN OBJECTS 332
12.3 CLUSTER ALGORITHMS 337
12.4 BOSTON HOUSING 345
12.5 EXERCISES 347
13 DISCRIMINANT ANALYSIS 351
13.1 ALLOCATION RULES FOR KNOWN DISTRIBUTIONS 351
13.2 DISCRIMINATION RULES IN PRACTICE 358
13.3 BOSTON HOUSING 364
13.4 EXERCISES 365
14 CORRESPONDENCE ANALYSIS 367
14.1 MOTIVATION 367
14.2 CHI-SQUARE DECOMPOSITION 370
14.3 CORRESPONDENCE ANALYSIS IN PRACTICE 373
14.4 EXERCISES 383
15 CANONICAL CORRELATION ANALYSIS 385
15.1 MOST INTERESTING LINEAR COMBINATION 385
15.2 CANONICAL CORRELATION IN PRACTICE 390
15.3 EXERCISES 395
IMAGE 4
XVI CONTENTS
16 MULTIDIMENSIONAL SCALING 397
16.1 THE PROBLEM 397
16.2 METRIC MULTIDIMENSIONAL SCALING 402
16.3 NONMETRIC MULTIDIMENSIONAL SCALING 406
16.4 EXERCISES 412
17 CONJOINT MEASUREMENT ANALYSIS 413
17.1 INTRODUCTION 413
17.2 DESIGN OF DATA GENERATION 415
17.3 ESTIMATION OF PREFERENCE ORDERINGS 417
17.4 EXERCISES 424
18 APPLICATIONS IN FINANCE 427
18.1 PORTFOLIO CHOICE 427
18.2 EFFICIENT PORTFOLIO 428
18.3 EFFICIENT PORTFOLIOS IN PRACTICE 434
18.4 THE CAPITAL PRICING MODEL (CAPM) 436
18.5 EXERCISES 437
19 COMPUTATIONALLY INTENSIVE TECHNIQUES 439
19.1 SIMPLICIAL DEPTH 440
19.2 PROJECTION PURSUIT 443
19.3 SLICED INVERSE REGRESSION 448
19.4 SUPPORT VECTOR MACHINES 455
19.5 CLASSIFICATION AND REGRESSION TREES 469
19.6 BOSTON HOUSING 486
19.7 EXERCISES 486
PART IV APPENDIX
APPENDIX A SYMBOLS AND NOTATIONS 493
APPENDIX B DATA 497
B.I BOSTON HOUSING DATA 497
B.2 SWISS BANK NOTES 497
B.3 CAR DATA 498
B.4 CLASSIC BLUE PULLOVERS DATA 498
B.5 U.S. COMPANIES DATA 499
B.6 FRENCH FOOD DATA 499
B.7 CARMARKS 499
B.8 FRENCH BACCALAUREAT FREQUENCIES 499
B.9 JOURNAUX DATA 500
B.10 U.S. CRIME DATA 500
B.LL PLASMA DATA 501
B.12 WAISDATA 501
B.13 ANOVA DATA 502
B.14 TIMEBUDGET DATA 502
B.15 GEOPOLDATA 503
IMAGE 5
CONTENTS XVII
B.16 U.S. HEALTH DATA 504
B.17 VOCABULARY DATA 504
B.18 ATHLETIC RECORDS DATA 505
B.19 UNEMPLOYMENT DATA 505
B.20 ANNUAL POPULATION DATA 505
B.21 BANKRUPTCY DATA I 505
B.22 BANKRUPTCY DATA II 505
BIBLIOGRAPHY 509
INDEX 513 |
| any_adam_object | 1 |
| author | Härdle, Wolfgang 1953- Simar, Léopold |
| author_GND | (DE-588)110357116 (DE-588)123344107 |
| author_facet | Härdle, Wolfgang 1953- Simar, Léopold |
| author_role | aut aut |
| author_sort | Härdle, Wolfgang 1953- |
| author_variant | w h wh l s ls |
| building | Verbundindex |
| bvnumber | BV026925513 |
| classification_rvk | QH 234 SK 830 SK 980 |
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| dewey-full | 519.535 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.535 |
| dewey-search | 519.535 |
| dewey-sort | 3519.535 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften |
| edition | 3. ed. |
| format | Book |
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| id | DE-604.BV026925513 |
| illustrated | Illustrated |
| indexdate | 2024-07-20T11:03:33Z |
| institution | BVB |
| isbn | 9783642172281 3642172288 9783642172298 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-022448466 |
| oclc_num | 700326651 |
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| physical | XVII, 516 S. Ill., graph. Darst. |
| publishDate | 2012 |
| publishDateSearch | 2012 |
| publishDateSort | 2012 |
| publisher | Springer |
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| spelling | Härdle, Wolfgang 1953- Verfasser (DE-588)110357116 aut Applied multivariate statistical analysis Wolfgang Karl Härdle ; Leopold Simar 3. ed. Heidelberg [u.a.] Springer 2012 XVII, 516 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier 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 Erscheint auch als Online-Ausgabe 10.1007/978-3-642-17229-8 http://deposit.dnb.de/cgi-bin/dokserv?id=3549179&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=022448466&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 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_full | Applied multivariate statistical analysis Wolfgang Karl Härdle ; Leopold Simar |
| title_fullStr | Applied multivariate statistical analysis Wolfgang Karl Härdle ; Leopold Simar |
| title_full_unstemmed | Applied multivariate statistical analysis Wolfgang Karl Härdle ; Leopold Simar |
| title_short | Applied multivariate statistical analysis |
| title_sort | applied multivariate statistical analysis |
| topic | Wirtschaftstheorie (DE-588)4079351-5 gnd Multivariate Analyse (DE-588)4040708-1 gnd Statistik (DE-588)4056995-0 gnd |
| topic_facet | Wirtschaftstheorie Multivariate Analyse Statistik Lehrbuch |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=3549179&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=022448466&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT hardlewolfgang appliedmultivariatestatisticalanalysis AT simarleopold appliedmultivariatestatisticalanalysis |