Bhattacharya R.N. Normal approximation and asymptotic expansions (Philadelphia, 2010). - ОГЛАВЛЕНИЕ / CONTENTS
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ОбложкаBhattacharya R.N. Normal approximation and asymptotic expansions / R.N.Bhattacharya, R.R.Rao. - Philadelphia: Society for Industrial and Applied Mathematics, 2010. - xxii, 316 p. - (Classics in applied mathematics; 64). - Ref.: p.309-314. - Ind.: p.315-316. - ISBN 978-0-898718-97-3
 

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Оглавление / Contents
 
PREFACE TO THE CLASSICS EDITION ................................ xiii
PREFACE .......................................................... xv
LIST OF SYMBOLS ................................................ xvii

CHAPTER 1.  WEAK CONVERGENCE OF PROBABILITY MEASURES AND
UNIFORMITY CLASSES ................................................ 1
1  Weak Convergence ............................................... 2
2  Uniformity Classes ............................................. 6
3  Inequalities for Integrals over Convex Shells ................. 23
   Notes ......................................................... 38

CHAPTER 2.  FOURIER TRANSFORMS AND EXPANSIONS OF CHARACTERISTIC
FUNCTIONS ........................................................ 39
4  The Fourier Transform ......................................... 39
5  The Fourier-Stieltjes Transform ............................... 42
6  Moments, Cumulants, and Normal Distribution ................... 44
7  The Polynomials fig.1s and the Signed Measures Ps ................. 51
8  Approximation of Characteristic Functions of Normalized Sums
   of Independent Random Vectors ................................. 57
9  Asymptotic Expansions of Derivatives of Characteristic
   Functions ..................................................... 68
10 A Class of Kernels ............................................ 83
   Notes ......................................................... 88

CHAPTER 3.  BOUNDS FOR ERRORS OF NORMAL APPROXIMATION ............ 90
11 Smoothing Inequalities ........................................ 92
12 Berry-Esseen Theorem .......................................... 99
13 Rates of Convergence Assuming Finite Fourth Moments .......... 110
14 Truncation ................................................... 120
15 Main Theorems ................................................ 143
16 Normalization ................................................ 160
17 Some Applications ............................................ 164
18 Rates of Convergence under Finiteness of Second Moments ...... 180
   Notes ........................................................ 185

CHAPTER 4.  ASYMPTOTIC EXPANSIONS—NONLATTICE DISTRIBUTIONS ...... 188
19 Local Limit Theorems and Asymptotic Expansions for
   Densities .................................................... 189
20 Asymptotic Expansions under Cramer's Condition ............... 207
   Notes ........................................................ 221

CHAPTER 5.  ASYMPTOTIC EXPANSIONS—LATTICE DISTRIBUTIONS ......... 223
21 Lattice Distributions ........................................ 223
22 Local Expansions ............................................. 230
23 Asymptotic Expansions of Distribution Functions .............. 237
   Notes ........................................................ 241

CHAPTER 6.  TWO RECENT IMPROVEMENTS ............................. 243
24 Another Smoothing Inequality ................................. 243
25 Asymptotic Expansions of Smooth Functions of Normalized
   Sums ......................................................... 255

CHAPTER 7. AN APPLICATION OF STEIN'S METHOD ..................... 260
26 An Exposition of Gotze's Estimation of the Rate of
   Convergence in the Multivariate Central Limit Theorem ........ 260

APPENDIX A.I.  RANDOM VECTORS AND INDEPENDENCE .................. 285

APPENDIX A.2.  FUNCTIONS OF BOUNDED VARIATION AND DISTRIBUTION
               FUNCTIONS ........................................ 286
APPENDIX A.3.  ABSOLUTELY CONTINUOUS. SINGULAR, AND DISCRETE
               PROBABILITY MEASURES ............................. 294
APPENDIX A.4.  THE EULER-MACLAURIN SUM FORMULA FOR FUNCTIONS
               OF SEVERAL VARIABLES ............................. 296

REFERENCES ...................................................... 309

INDEX ........................................................... 315


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