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Conditional specification of statistical models:
Saved in:
Bibliographic Details
Previous Title:Arnold, Barry C. Conditionally specified distributions
Main Authors: Arnold, Barry C. 1939- (Author), Castillo, Enrique 1946- (Author), Sarabia, José-Mariá (Author)
Format: Book
Language:English
Published: New York [u.a.] Springer 1999
Series:Springer series in statistics
Subjects:
Distribution (Théorie des probabilités)
Distribution (Probability theory)
Bedingte Wahrscheinlichkeitsverteilung
Statistisches Modell
Links:http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008619798&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Physical Description:XVI, 411 S. graph. Darst.
ISBN:0387987614
Staff View

MARC

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Record in the Search Index

_version_ 1820960298464444416
adam_text CONTENTS PREFACE VII 1 CONDITIONAL SPECIFICATION: CONCEPTS AND THEOREMS 1 1.1 WHY CONDITIONAL SPECIFIED MODELS? . 1 1.2 HOW MAY ONE SPECIFY A BIVARIATE DISTRIBUTION? . 2 1.3 EARLY WORK ON CONDITIONALLY SPECIFIED MODELS . 4 1.4 THE CONDITIONAL SPECIFICATION PARADIGM . 5 1.5 COMPATIBLE CONDITIONALS: FINITE DISCRETE CASE . 5 1.6 COMPATIBILITY IN MORE GENERAL SETTINGS . 8 1.7 UNIQUENESS . U 1.8 CONDITIONALS IN PRESCRIBED FAMILIES . 12 1.9 AN EXAMPLE . 14 1.10 BIBLIOGRAPHIE NOTES . 16 EXERCISES . 16 2 EXACT AND NEAR COMPATIBILITY 19 2.1 INTRODUCTION . 19 2.2 REVIEW AND EXTENSIONS OF COMPATIBILITY RESULTS . 19 2.3 NEAR COMPATIBILITY . 30 2.4 MINIMAL INCOMPATIBILITY IN TERMS OF KULLBACK-LEIBLER PSEUDO-DISTANCE . 31 2.5 MORE THAN ONE EXPERT . 36 2.6 RELATED DISCREPANCY MEASURES . 37 2.7 MARKOVIAN MEASURES OF DISCREPANCY . 41 2.8 C-COMPATIBILITY . 43 2.9 EXTENSIONS TO MORE GENERAL SETTINGS . 50 2.10 BIBLIOGRAPHIE NOTES . 50 EXERCISES . 51 3 DISTRIBUTIONS WITH NORMAL CONDITIONALS 53 3.1 INTRODUCTION . 53 XII CONTENTS 3.2 VARIATIONS ON THE CLASSICAL BIVARIATE NORMAL THEME . 53 3.3 NORMAL CONDITIONALS . 55 3.4 PROPERTIES OF THE NORMAL CONDITIONALS DISTRIBUTION . 59 3.5 THE CENTERED MODEL . 65 3.6 BIBLIOGRAPHIE NOTES . 72 EXERCISES . 72 4 CONDITIONALS IN EXPONENTIAL FAMILIES 75 4.1 INTRODUCTION . 75 4.2 DISTRIBUTIONS WITH CONDITIONALS IN GIVEN EXPONENTIAL FAMILIES . 75 4.3 DEPENDENCE IN CEF DISTRIBUTIONS . 78 4.4 EXPONENTIAL CONDITIONALS . 80 4.5 NORMAL CONDITIONALS . 82 4.6 GAMMA CONDITIONALS . 83 4.7 WEIBULL CONDITIONALS . 88 4.8 GAMMA-NORMAL CONDITIONALS . 89 4.9 POWER-FUNCTION AND OTHER WEIGHTED DISTRIBUTIONS AS CONDITIONALS . 90 4.10 BETA CONDITIONALS . 93 4.11 INVERSE GAUSSIAN CONDITIONALS . 94 4.12 THREE DISCRETE EXAMPLES (BINOMIAL, GEOMETRIE, AND POISSON) . 95 4.13 POISSON-GAMMA CONDITIONALS . 97 4.14 BIBLIOGRAPHIE NOTES . 99 EXERCISES . 99 5 OTHER CONDITIONALLY SPECIFIED FAMILIES 103 5.1 INTRODUCTION . 103 5.2 BIVARIATE DISTRIBUTIONS WITH PARETO CONDITIONALS . 104 5.3 PEARSON TYPE VI CONDITIONALS . 107 5.4 BIVARIATE DISTRIBUTIONS WITH GENERALIZED PARETO CONDITIONALS . 109 5.5 BIVARIATE DISTRIBUTIONS WITH CAUCHY CONDITIONALS . 116 5.6 BIVARIATE DISTRIBUTIONS WITH STUDENT-T CONDITIONALS . 122 5.7 BIVARIATE DISTRIBUTIONS WITH UNIFORM CONDITIONALS . 123 5.8 POSSIBLY TRANSLATED EXPONENTIAL CONDITIONALS . 124 5.9 BIVARIATE DISTRIBUTIONS WITH SCALED BETA CONDITIONALS . . . 125 5.10 WEIBULL AND LOGISTIC CONDITIONALS . 126 5.11 MIXTURES . 128 5.12 BIBLIOGRAPHIE NOTES . 129 EXERCISES . 129 6 IMPROPER AND NONSTANDARD MODELS 133 6.1 INTRODUCTION . 133 CONTENTS XIII 6.2 LOGISTIC REGRESSION . 134 6.3 UNIFORM CONDITIONALS . 135 6.4 EXPONENTIAL AND WEIBULL CONDITIONALS . 135 6.5 MEASUREMENT ERROR MODELS . 136 6.6 STOCHASTIC PROCESSES AND WOEHLER FIELDS . 136 6.7 PHYSICAL INTERPRETATIONS OF THE MODEL PARAMETERS . 144 6.8 BIBLIOGRAPHIE NOTES . 145 EXERCISES . 145 7 CHARACTERIZATIONS INVOLVING CONDITIONAL MOMENTS 147 7.1 INTRODUCTION . 147 7.2 MARDIA ' S BIVARIATE PARETO DISTRIBUTION . 148 7.3 LINEAR REGRESSIONS WITH CONDITIONALS IN EXPONENTIAL FAMILIES . 149 7.4 LINEAR REGRESSIONS WITH CONDITIONALS IN LOCATION FAMILIES . 150 7.5 SPECIFIED REGRESSIONS WITH CONDITIONALS IN SCALE FAMILIES . 152 7.6 CONDITIONALS IN LOCATION-SCALE FAMILIES WITH SPECIFIED MOMENTS . 153 7.7 GIVEN ONE CONDITIONAL DISTRIBUTION AND THE OTHER REGRESSION . 155 7.8 CONDITIONAL MOMENTS ONLY GIVEN . 169 7.9 BIBLIOGRAPHIE NOTES . 170 EXERCISES . 170 8 MULTIVARIATE EXTENSIONS 175 8.1 INTRODUCTION . 175 8.2 EXTENSION BY UNDERLINING . 175 8.3 COMPATIBILITY IN THREE DIMENSIONS . 176 8.4 COMPATIBILITY IN HIGHER DIMENSIONS . 177 8.5 CONDITIONALS IN PRESCRIBED FAMILIES . 177 8.6 CONDITIONALS IN EXPONENTIAL FAMILIES . 178 8.7 MULTIVARIATE EXPONENTIAL CONDITIONALS DISTRIBUTION . 179 8.8 MULTIVARIATE NORMAL CONDITIONALS DISTRIBUTION . 180 8.9 MULTIVARIATE CAUCHY CONDITIONALS DISTRIBUTION . 181 8.10 MULTIVARIATE UNIFORM CONDITIONALS DISTRIBUTION . 181 8.11 MULTIVARIATE PARETO CONDITIONALS DISTRIBUTION . 182 8.12 MULTIVARIATE BETA CONDITIONALS DISTRIBUTION . 183 8.13 MULTIVARIATE BINOMIAL CONDITIONALS DISTRIBUTION . 185 8.14 FUERTHER EXTENSION BY UNDERLINING . 185 8.15 CHARACTERIZATION OF MULTIVARIATE NORMALITY . 186 8.16 MULTIVARIATE NORMALITY IN MORE ABSTRACT SETTINGS . 190 8.17 CHARACTERIZING MARDIA ' S MULTIVARIATE PARETO DISTRIBUTION . 191 8.18 BIBLIOGRAPHIE NOTES . 193 XIV CONTENTS EXERCISES . 194 9 ESTIMATION IN CONDITIONALLY SPECIFIED MODELS 197 9.1 INTRODUCTION . 197 9.2 THE UBIQUITOUS NORMING CONSTANT . 197 9.3 MAXIMUM LIKELIHOOD . 198 9.4 PSEUDOLIKELIHOOD INVOLVING CONDITIONAL DENSITIES . 204 9.5 MARGINAL LIKELIHOOD . 207 9.6 AN EFFICIENCY COMPARISON . 207 9.7 METHOD OF MOMENTS ESTIMATES . 210 9.8 LOG-LINEAR POISSON REGRESSION ESTIMATES . 217 9.9 BAYESIAN ESTIMATES . 219 9.10 MULTIVARIATE EXAMPLES . 222 9.11 BIBLIOGRAPHIE NOTES . 225 EXERCISES . 225 10 MARGINAL AND CONDITIONAL SPECIFICATION IN GENERAL 229 10.1 INTRODUCTION . 229 10.2 SPECIFYING BIVARIATE DENSITIES . 229 10.3 TO HIGHER DIMENSIONS WITH CARE . 235 10.4 CONDITIONAL/MARGINAL SPECIFICATION IN K DIMENSIONS . 236 10.5 CHECKING UNIQUENESS . 238 10.6 CHECKING COMPATIBILITY . 240 10.7 OVERSPECIFICATION . 246 10.8 MARGINALS AND CONDITIONALS IN SPECIFIED FAMILIES . 246 10.9 XI GIVEN . 248 10.10 XJJ) GIVEN X T . 248 10.11 THE CASE OF X GIVEN Y, Y GIVEN Z, AND Z GIVEN X . . . 251 10.12 LOGISTIC REGRESSION MODELS . 252 10.13 BIBLIOGRAPHIE NOTES . 253 EXERCISES . 253 11 CONDITIONAL SURVIVAL MODELS 255 11.1 INTRODUCTION . 255 11.2 CONDITIONAL SURVIVAL IN THE BIVARIATE CASE . 256 11.3 CONDITIONAL SURVIVAL FUNCTIONS IN PARAMETRIC FAMILIES . . . 257 11.4 EXAMPLES OF DISTRIBUTIONS CHARACTERIZED BY CONDITIONAL SURVIVAL . 261 11.5 MULTIVARIATE EXTENSIONS . 264 11.6 CONDITIONAL DISTRIBUTIONS . 265 11.7 CONDITIONAL PROPORTIONAL HAZARDS . 267 11.8 CONDITIONAL ACCELERATED FAILURE . 269 11.9 AN ALTERNATIVE SPECIFICATION PARADIGM . 271 11.10 BIBLIOGRAPHIE NOTES . 274 EXERCISES . 274 CONTENTS XV 12 APPLICATIONS TO MODELING BIVARIATE EXTREMES 275 12.1 INTRODUCTION . 275 12.2 UNIVARIATE AND BIVARIATE GUMBEL DISTRIBUTIONS . 276 12.3 CONDITIONALLY SPECIFIED BIVARIATE GUMBEL DISTRIBUTIONS . . 277 12.4 POSITIVE OR NEGATIVE CORRELATION . 282 12.5 DENSITY CONTOURS . 282 12.6 MAXIMAL WIND SPEEDS . 287 12.7 MORE FLEXIBILITY NEEDED . 290 12.8 BIBLIOGRAPHIE NOTE . 291 EXERCISES . S . 291 13 BAYESIAN ANALYSIS USING CONDITIONALLY SPECIFIED MODELS 293 13.1 INTRODUCTION . 293 13.2 MOTIVATION FROM A NORMAL EXAMPLE . 294 13.3 PRIORS WITH CONVENIENT POSTERIORS . 295 13.4 CONJUGATE EXPONENTIAL FAMILY PRIORS FOR EXPONENTIAL FAMILY LIKELIHOODS . 299 13.5 CONDITIONALLY SPECIFIED PRIORS . 301 13.6 NORMAL DATA . 304 13.7 PARETO DATA . 312 13.8 INVERSE GAUSSIAN DATA . 317 13.9 RATIOS OF GAMMA SCALE PARAMETERS . 318 13.10 COMPARISON OF NORMAL MEANS . 322 13.11 REGRESSION . 327 13.12 THE 2X2 CONTINGENCY TABLE . 330 13.13 MULTINOMIAL DATA . 331 13.14 CHANGE POINT PROBLEMS . 332 13.15 BIVARIATE NORMAL . 333 13.16 NO FREE LUNCH . 334 13.17 BIBLIOGRAPHIE NOTES . 334 EXERCISES . 334 14 CONDITIONAL VERSUS SIMULTANEOUS EQUATION MODELS 337 14.1 INTRODUCTION . 337 14.2 TWO SUPERFICIALLY SIMILAR MODELS . 338 14.3 GENERAL CS AND SE MODELS . 339 14.4 LINEAR NORMAL MODELS . 340 14.5 NONLINEAR NORMAL MODELS . 344 14.6 PARETO CS AND SE MODELS . 346 14.7 DISCRETE MODELS . 349 14.8 HIGHER-DIMENSIONAL MODELS . 350 14.9 BIBLIOGRAPHIE NOTE . 350 EXERCISES . 351 XVI CONTENTS 15 PAELLA 353 15.1 INTRODUCTION . 353 15.2 DIATOMIC CONDITIONALS AND STOP-LOSS TRANSFORMS . 353 15.3 FAILURE RATES AND MEAN RESIDUAL LIFE FUNCTIONS . 357 15.4 HYPOTHESIS TESTING . 358 15.5 RELATED STOCHASTIC PROCESSES . 359 15.6 GIVEN E(X\Y = Y) AND FX(X) . 361 15.7 NEAR COMPATIBILITY WITH GIVEN PARAMETRIC FAMILIES OF DISTRIBUTIONS . 362 15.8 MARGINAL MAPS . 364 15.9 A CAUTIONARY TALE . 364 15.10 BIBLIOGRAPHIE NOTES . 369 EXERCISES . 369 A SIMULATION 371 A.L INTRODUCTION . 371 A.2 THE REJECTION METHOD . 372 A.3 THE IMPORTANCE SAMPLING METHOD . 374 A.4 APPLICATION TO MODELS WITH CONDITIONALS IN EXPONENTIAL FAMILIES . 377 A.5 OTHER CONDITIONALLY SPECIFIED MODELS . 378 A.6 A DIRECT APPROACH NOT INVOLVING REJECTION . 379 A.7 BIBLIOGRAPHIE NOTES . 380 EXERCISES . 380 B NOTATION USED IN THIS BOOK 383 REFERENCES - 389 AUTHOR INDEX 399 SUBJECT INDEX 403
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Castillo, Enrique 1946-
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spelling Arnold, Barry C. 1939- Verfasser (DE-588)111442435 aut
Conditional specification of statistical models Barry C. Arnold ; Enrique Castillo ; José María Sarabia
New York [u.a.] Springer 1999
XVI, 411 S. graph. Darst.
txt rdacontent
n rdamedia
nc rdacarrier
Springer series in statistics
Distribution (Théorie des probabilités)
Distribution (Probability theory)
Bedingte Wahrscheinlichkeitsverteilung (DE-588)4294196-9 gnd rswk-swf
Statistisches Modell (DE-588)4121722-6 gnd rswk-swf
Statistisches Modell (DE-588)4121722-6 s
DE-604
Bedingte Wahrscheinlichkeitsverteilung (DE-588)4294196-9 s
Castillo, Enrique 1946- Verfasser (DE-588)124179266 aut
Sarabia, José-Mariá Verfasser aut
Früher u.d.T. Arnold, Barry C. Conditionally specified distributions
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spellingShingle Arnold, Barry C. 1939-
Castillo, Enrique 1946-
Sarabia, José-Mariá
Conditional specification of statistical models
Distribution (Théorie des probabilités)
Distribution (Probability theory)
Bedingte Wahrscheinlichkeitsverteilung (DE-588)4294196-9 gnd
Statistisches Modell (DE-588)4121722-6 gnd
subject_GND (DE-588)4294196-9
(DE-588)4121722-6
title Conditional specification of statistical models
title_auth Conditional specification of statistical models
title_exact_search Conditional specification of statistical models
title_full Conditional specification of statistical models Barry C. Arnold ; Enrique Castillo ; José María Sarabia
title_fullStr Conditional specification of statistical models Barry C. Arnold ; Enrique Castillo ; José María Sarabia
title_full_unstemmed Conditional specification of statistical models Barry C. Arnold ; Enrique Castillo ; José María Sarabia
title_old Arnold, Barry C. Conditionally specified distributions
title_short Conditional specification of statistical models
title_sort conditional specification of statistical models
topic Distribution (Théorie des probabilités)
Distribution (Probability theory)
Bedingte Wahrscheinlichkeitsverteilung (DE-588)4294196-9 gnd
Statistisches Modell (DE-588)4121722-6 gnd
topic_facet Distribution (Théorie des probabilités)
Distribution (Probability theory)
Bedingte Wahrscheinlichkeitsverteilung
Statistisches Modell
url http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008619798&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
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