概率論和隨機過程(第2版) [Theory of Probability and Random Processes]

概率論和隨機過程(第2版) [Theory of Probability and Random Processes] 下載 mobi epub pdf 電子書 2025

[美] 凱羅勒夫(Leonid B.Koralov) 著
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齣版社: 世界圖書齣版公司
ISBN:9787510044106
版次:2
商品編碼:11124548
包裝:平裝
外文名稱:Theory of Probability and Random Processes
開本:24開
齣版時間:2012-06-01
用紙:膠版紙
頁數:353
正文語種:英文

具體描述

內容簡介

This book is primarily based on a one-year course that has been taught for a number of years at Princeton University to advanced undergraduate and graduate students. During the last year a similar course has also been taught at the University of Maryland.
We would like to express our thanks to Ms. Sophie Lucas and Prof. Rafael Herrera who read the manuscript and suggested many corrections. We are particularly grateful to Prof. Boris Gurevich for making many important sug-gestions on both the mathematical content and style.
While writing this book, L. Koralov was supported by a National Sci-ence Foundation grant (DMS-0405152). Y. Sinai was supported by a National Science Foundation grant (DMS-0600996).

內頁插圖

目錄

Part Ⅰ Probability Theory
1 Random Variables and Their Distributions
1.1 Spaces of Elementary Outcomes, a-Algebras, and Measures
1.2 Expectation and Variance of Random Variables on a Discrete Probability Space
1.3 Probability of a Union of Events
1.4 Equivalent Formulations of a-Additivity, Borel a-Algebras and Measurability
1.5 Distribution Functions and Densities
1.6 Problems
2 Sequences of Independent Trials
2.1 Law of Large Numbers and Applications
2.2 de Moivre-Laplace Limit Theorem and Applications
2.3 Poisson Limit Theorem.
2.4 Problems
3 Lebesgue Integral and Mathematical Expectation
3.1 Definition of the Lebesgue Integral
3.2 Induced Measures and Distribution Functions
3.3 Types of Measures and Distribution Functions
3.4 Remarks on the Construction of the Lebesgue Measure
3.5 Convergence of Functions, Their Integrals, and the Fubini Theorem
3.6 Signed Measures and the R,adon-Nikodym Theorem
3.7 Lp Spaces
3.8 Monte Carlo Method
3.9 Problems
4 Conditional Probabilities and Independence
4.1 Conditional Probabilities
4.2 Independence of Events, Algebras, and Random Variables
4.3
4.4 Problems
5 Markov Chains with a Finite Number of States
5.1 Stochastic Matrices
5.2 Markov Chains
5.3 Ergodic and Non-Ergodic Markov Chains
5.4 Law of Large Numbers and the Entropy of a Markov Chain
5.5 Products of Positive Matrices
5.6 General Markov Chains and the Doeblin Condition
5.7 Problems
6 Random Walks on the Lattice Zd
6.1 Recurrent and Transient R,andom Walks
6.2 Random Walk on Z and the Refiection Principle
6.3 Arcsine Law
6.4 Gambler's Ruin Problem
6.5 Problems
7 Laws of Larze Numbers
7.1 Definitions, the Borel-Cantelli Lemmas, and the Kolmogorov Inequality
7.2 Kolmogorov Theorems on the Strong Law of Large Numbers
7.3 Problems
8 Weak Converaence of Measures
8.1 Defnition of Weak Convergence
8.2 Weak Convergence and Distribution Functions
8.3 Weak Compactness, Tightness, and the Prokhorov Theorem
8.4 Problems
9 Characteristic Functions
9.1 Definition and Basic Properties
9.2 Characteristic Functions and Weak Convergence
9.3 Gaussian Random Vectors
9.4 Problems
10 Limit Theorems
10.1 Central Limit Theorem, the Lindeberg Condition
10.2 Local Limit Theorem
10.3 Central Limit Theorem and Renormalization GrOUD Theorv
10.4 Probabilities of Large Deviations
……
Part Ⅱ Random Processes
Index

前言/序言



用戶評價

評分

國學者在平穩過程、馬爾科夫過程、鞅論、極限定理、隨機微分方程等方麵做齣瞭較好的工作。

評分

不錯是想要的書,比較經典

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正版圖書,內容經典,不錯。

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恍恍惚惚好好好好規劃和改革

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評分

講的很透徹 很有獨到的見解 很滿意

評分

老闆,沒有清單。。。。這個需要給一個,否則不好報銷

評分

這個概率論我本科的時候沒學好,現在補一補

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好像很好的書很不錯的建議推薦

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