𝔖 Scriptorium
✦   LIBER   ✦

πŸ“

Asymptotic Methods in Statistical Decision Theory

✍ Scribed by Lucien Le Cam (auth.)


Publisher
Springer-Verlag New York
Year
1986
Tongue
English
Leaves
766
Series
Springer Series in Statistics
Edition
1
Category
Library

⬇  Acquire This Volume

No coin nor oath required. For personal study only.

✦ Synopsis


This book grew out of lectures delivered at the University of California, Berkeley, over many years. The subject is a part of asymptotics in statistics, organized around a few central ideas. The presentation proceeds from the general to the particular since this seemed the best way to emphasize the basic concepts. The reader is expected to have been exposed to statistical thinking and methodology, as expounded for instance in the book by H. Cramer [1946] or the more recent text by P. Bickel and K. Doksum [1977]. Another posΒ­ sibility, closer to the present in spirit, is Ferguson [1967]. Otherwise the reader is expected to possess some mathematical maturity, but not really a great deal of detailed mathematical knowledge. Very few mathematical objects are used; their assumed properties are simple; the results are almost always immediate consequences of the definitions. Some objects, such as vector lattices, may not have been included in the standard background of a student of statistics. For these we have provided a summary of relevant facts in the Appendix. The basic structures in the whole affair are systems that Blackwell called "experiments" and "transitions" between them. An "experiment" is a matheΒ­ matical abstraction intended to describe the basic features of an observational process if that process is contemplated in advance of its implementation. Typically, an experiment consists of a set E> of theories about what may happen in the observational process.

✦ Table of Contents


Front Matter....Pages i-xxvi
Experimentsβ€”Decision Spaces....Pages 1-15
Some Results from Decision Theory: Deficiencies....Pages 16-28
Likelihood Ratios and Conical Measures....Pages 29-45
Some Basic Inequalities....Pages 46-56
Sufficiency and Insufficiency....Pages 57-80
Domination, Compactness, Contiguity....Pages 81-95
Some Limit Theorems....Pages 96-117
Invariance Properties....Pages 118-153
Infinitely Divisible, Gaussian, and Poisson Experiments....Pages 154-171
Asymptotically Gaussian Experiments: Local Theory....Pages 172-205
Asymptotic Normalityβ€”Global....Pages 206-323
Posterior Distributions and Bayes Solutions....Pages 324-345
An Approximation Theorem for Certain Sequential Experiments....Pages 346-369
Approximation by Exponential Families....Pages 370-398
Sums of Independent Random Variables....Pages 399-456
Independent Observations....Pages 457-554
Independent Identically Distributed Observations....Pages 555-633
Back Matter....Pages 634-742

✦ Subjects


Statistics, general


πŸ“œ SIMILAR VOLUMES


Asymptotic methods in statistical decisi
✍ Le Cam, Lucien Marie πŸ“‚ Library πŸ“… 1986 πŸ› Springer-Verlag 🌐 English

Experiments--decision spaces -- Some results form decision theory: deficiencies -- Likelihood ratios and conical measures -- Some basic inequalities -- Sufficiency and insufficiency -- Domination, compactness, contiguity -- Some limit theorems -- Invariance properties -- Infinitely divisible, Gaussi

Statistical experiments and decisions: a
✍ Albert Nikolaevich Shiriaev, V. G. Spokoiny πŸ“‚ Library πŸ“… 1999 πŸ› World Scientific Publishing Company 🌐 English

The book is a highlight in modern mathematical statistics which offers a lot of new concepts.

Mathematical Theory of Statistics: Stati
✍ Helmut Strasser πŸ“‚ Library πŸ“… 1985 πŸ› De Gruyter 🌐 English

<p>"The book is well written but it is not for a beginner. It will be quite useful for workers doing research in the area of asymptotic theory of statistical inference." <em>Mathematical Reviews</em> </p> <p>"A very interesting feature of the book is the introductory remark at the beginning of each