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ISBN: 9780387945460

The aim of this graduate textbook is to provide a comprehensive advanced course in the theory of statistics covering those topics in estimation, testing, and large sample theory which a g… Plus…

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Schervish, Mark J.:

Theory of Statistics - edition reliée, livre de poche

1997, ISBN: 0387945466

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Mark J. Schervish; K. Krickeberg; N. Wermuth:
Theory of Statistics - edition reliée, livre de poche

1996

ISBN: 9780387945460

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Schervish, Mark J.:
Theory of Statistics (Springer Series in Statistics) - edition reliée, livre de poche

1995, ISBN: 0387945466

[EAN: 9780387945460], New book, [PU: Springer], Books

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Theory of Statistics

The aim of this graduate textbook is to provide a comprehensive advanced course in the theory of statistics covering those topics in estimation, testing, and large sample theory which a graduate student might typically need to learn as preparation for work on a Ph.D. An important strength of this book is that it provides a mathematically rigorous and even-handed account of both Classical and Bayesian inference in order to give readers a broad perspective. For example, the "uniformly most powerful" approach to testing is contrasted with available decision-theoretic approaches.

Informations détaillées sur le livre - Theory of Statistics


EAN (ISBN-13): 9780387945460
ISBN (ISBN-10): 0387945466
Version reliée
Date de parution: 2007
Editeur: Springer-Verlag New York Inc.
724 Pages
Poids: 1,257 kg
Langue: eng/Englisch

Livre dans la base de données depuis 2007-04-30T17:20:28+02:00 (Zurich)
Page de détail modifiée en dernier sur 2023-11-09T14:34:00+01:00 (Zurich)
ISBN/EAN: 0387945466

ISBN - Autres types d'écriture:
0-387-94546-6, 978-0-387-94546-0
Autres types d'écriture et termes associés:
Auteur du livre: krickeberg, schervish
Titre du livre: springer series, theory statistics, the


Données de l'éditeur

Auteur: Mark J. Schervish
Titre: Springer Series in Statistics; Theory of Statistics
Editeur: Springer; Springer US
716 Pages
Date de parution: 1995-08-10
New York; NY; US
Langue: Anglais
142,99 € (DE)

BB; Hardcover, Softcover / Mathematik/Wahrscheinlichkeitstheorie, Stochastik, Mathematische Statistik; Wahrscheinlichkeitsrechnung und Statistik; Verstehen; ANOVA; Estimator; Likelihood; Probability distribution; Probability theory; Variance; bayesian statistics; best fit; Probability Theory; Statistical Theory and Methods; Stochastik; BC

Content.- 1: Probability Models.- 1.1 Background.- 1.2 Exchangeability.- 1.4 DeFinetti’s Representation Theorem.- 1.5 Proofs of DeFinetti’s Theorem and Related Results*.- 1.6 Infinite-Dimensional Parameters*.- 1.7 Problems.- 2: Sufficient Statistics.- 2.1 Definitions.- 2.2 Exponential Families of Distributions.- 2.4 Extremal Families*.- 2.5 Problems.- Chapte 3: Decision Theory.- 3.1 Decision Problems.- 3.2 Classical Decision Theory.- 3.3 Axiomatic Derivation of Decision Theory*.- 3.4 Problems.- 4: Hypothesis Testing.- 4.1 Introduction.- 4.2 Bayesian Solutions.- 4.3 Most Powerful Tests.- 4.4 Unbiased Tests.- 4.5 Nuisance Parameters.- 4.6 P-Values.- 4.7 Problems.- 5: Estimation.- 5.1 Point Estimation.- 5.2 Set Estimation.- 5.3 The Bootstrap*.- 5.4 Problems.- 6: Equivariance*.- 6.1 Common Examples.- 6.2 Equivariant Decision Theory.- 6.3 Testing and Confidence Intervals*.- 6.4 Problems.- 7: Large Sample Theory.- 7.1 Convergence Concepts.- 7.2 Sample Quantiles.- 7.3 Large Sample Estimation.- 7.4 Large Sample Properties of Posterior Distributions.- 7.5 Large Sample Tests.- 7.6 Problems.- 8: Hierarchical Models.- 8.1 Introduction.- 8.3 Nonnormal Models*.- 8.4 Empirical Bayes Analysis*.- 8.5 Successive Substitution Sampling.- 8.6 Mixtures of Models.- 8.7 Problems.- 9: Sequential Analysis.- 9.1 Sequential Decision Problems.- 9.2 The Sequential Probability Ratio Test.- 9.3 Interval Estimation*.- 9.4 The Relevancc of Stopping Rules.- 9.5 Problems.- Appendix A: Measure and Integration Theory.- A.1 Overview.- A.1.1 Definitions.- A.1.2 Measurable Functions.- A.1.3 Integration.- A.1.4 Absolute Continuity.- A.2 Measures.- A.3 Measurable Functions.- A.4 Integration.- A.5 Product Spaces.- A.6 Absolute Continuity.- A.7 Problems.- Appendix B: Probability Theory.- B.1 Overview.- B.1.1Mathematical Probability.- B.1.2 Conditioning.- B.1.3 Limit Theorems.- B.2 Mathematical Probability.- B.2.1 Random Quantities and Distributions.- B.2.2 Some Useful Inequalities.- B.3 Conditioning.- B.3.1 Conditional Expectations.- B.3.2 Borel Spaces*.- B.3.3 Conditional Densities.- B.3.4 Conditional Independence.- B.3.5 The Law of Total Probability.- B.4 Limit Theorems.- B.4.1 Convergence in Distribution and in Probability.- B.4.2 Characteristic Functions.- B.5 Stochastic Processes.- B.5.1 Introduction.- B.5.3 Markov Chains*.- B.5.4 General Stochastic Processes.- B.6 Subjective Probability.- B.7 Simulation*.- B.8 Problems.- Appendix C: Mathematical Theorems Not Proven Here.- C.1 Real Analysis.- C.2 Complex Analysis.- C.3 Functional Analysis.- Appendix D: Summary of Distributions.- D.1 Univariate Continuous Distributions.- D.2 Univariate Discrete Distributions.- D.3 Multivariate Distributions.- References.- Notation and Abbreviation Index.- Name Index.

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