000 02502nam a22002657a 4500
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008 220616b |||||||| |||| 00| 0 eng d
020 _a9781441923226
028 _a:International Book Distributors
_b:Flat No 17, Prakash Apartment 4405/2, 5 Ansari Road Darya Ganj New Delhi
_c:117823
_d;30/05/2022
082 _a519.5 WAS
100 _aWasserman, Larry
245 _aAll of statistics
_b: a concise course in statistical inference
_c/ Larry Wasserman
260 _aNew York
_b: Springer,
_c©2004
300 _axix, 442p
_b : illustrations
_c ; 24 cm
365 _b5072
505 _a I. Probability -- 1. Probability -- 2. Random Variables -- 3. Expectation -- 4. Inequalities -- 5. Convergence of Random Variables -- II. Statistical Inference -- 6. Models, Statistical Inference and Learning -- 7. Estimating the CDF and Statistical Functionals -- 8. The Bootstrap -- 9. Parametric Inference -- 10. Hypothesis Testing and p-values -- 11. Bayesian Inference -- 12. Statistical Decision Theory -- III. Statistical Models and Methods -- 13. Linear and Logistic Regression -- 14. Multivariate Models -- 15. Inference About Independence -- 16. Causal Inference -- 17. Directed Graphs and Conditional Independence -- 18. Undirected Graphs -- 19. Log-Linear Models -- 20. Nonparametric Curve Estimation -- 21. Smoothing Using Orthogonal Functions -- 22. Classification -- 23. Probability Redux: Stochastic Processes -- 24. Simulation Methods.
520 _a "This book is for people who want to learn probability and statistics quickly. It brings together many of the main ideas in modern statistics in one place. The book is suitable for students and researchers in statistics, computer science, data mining, and machine learning." "This book covers a much wider range of topics than a typical introductory text on mathematical statistics. It includes modern topics like nonparametric curve estimation, bootstrapping, and classification, topics that are usually relegated to follow-up courses. The reader is assumed to know calculus and a little linear algebra. No previous knowledge of probability and statistics is required. The text can be used at the advanced undergraduate and graduate levels."--Jacket
650 _aMathematics
650 _aProbabilities and applied mathematics
650 _aStatistics.
650 _aMathematical statistics.
650 _aStatistics as Topic
700 _aWasserman, Larry,
942 _cBOOK
999 _c59386
_d59386