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LINEAR APPROXIMATION
LINEAR APPROXIMATION

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  • 出版年份:2222
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  • 页数:544 页
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《LINEAR APPROXIMATION》目录
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INTRODUCTION 1

Functionals 1

General linear formulas 5

The effect of error in input 7

The use of probability 8

Efficient approximation 9

Minimal response to error.Variance 10

CHAPTER 1.FUNCTIONALS IN TERMS OF DERIVATIVES 11

The spaces Cn,Cn,V of functions 11

The space ?﹡n of functionals 13

A standard form for elements of ?﹡n-1 14

Figure 1.Step functions and their integrals 16

Inequalities 19

Symmetry and skew symmetry 23

Functionals that vanish for degree n-1 25

An approximation of ∫1 -1 x(s) ds 26

An approximation of ∫1 0 x(s) ds/√s 31

An approximation of the derivative x1(s) at s=1/4 31

Linear interpolation 32

A theorem on convex families of functions 33

CHAPTER 2.APPLICATIONS 36

Part 1.Integrals 36

Introduction.Best formulas 36

The approximation of ∫m 0 x by c0x(0) +...+cmx(m) 51

Best and nearly best integration formulas 53

Derivation of the formulas 61

m even 65

m odd 71

A formula of Gaussian type involving two ordinates 74

Approximations of Gaussian type 80

Approximations that involve derivatives 81

Stepwise solution of differential equations 82

Part 2.Values of functions 84

Conventional interpolation with distinct arguments 84

Conventional interpolation with at most q coincident arguments 88

Interpolation 90

Special formulas and best narrow formulas 93

Broad interpolation 104

Interpolations that use derivatives 107

Part 3.Derivatives 111

Conventional approximate differentiation 111

Best formulas 111

Part 4.Sums 116

An instance 116

CHAPTER 3.LINEAR CONTINUOUS FUNCTIONALS ON Cn 118

Normed linear spaces 118

Additive operators 122

The adjoint space 125

Riesz's Theorem 127

The space C﹡n 138

An illustration 144

The spaces Z and Z﹡ 145

Taylor operators 151

The operator δ 154

The spaces Bn and Kn 155

CHAPTER 4.FUNCTIONALS IN TERMS OF PARTIAL DERIVATIVES 160

The space Bp,q 160

Taylor's formula 162

The spaces ?﹡p,q and Bp,q 170

The spaces B 181

The spaces ?﹡ and B 194

Symmetry 202

Appraisals 203

Figures and tables 206

CHAPTER 5.APPLICATIONS 214

Approximation of an integral in terms of its integrand at the center of mass 214

Circular domain of integration 221

Use of several values of the integrand 224

Use of derivatives of the integrand 226

A functional not in ?﹡ unless n is large 229

Circular domain and partial derivatives 230

An interpolation 232

Double linear interpolation 232

An approximate differentiation 233

CHAPTER 6.LINEAR CONTINUOUS FUNCTIONALS ON B,Z,K 240

The norm in B 240

Riesz's Theorem 242

The space B﹡ 246

The space ?﹡ 249

Illustration 252

The operators δs and δt 256

The spaces Z and Z﹡ 256

The space K 262

The norm in K 265

The space K﹡ 266

K﹡ as a subspace of B﹡ 269

CHAPTER 7.FUNCTIONS OF m VARIABLES 271

The space B 271

The full core ф 274

The norm in B 278

Functions of bounded variation 279

The space B﹡ 279

The space ?﹡ 280

The spaces Z and Z﹡ 281

The covered core 281

The retracted core ρ and the space K 284

The norm in K 286

The space K﹡ 287

The space ?﹡ 288

K﹡ as a subspace of B﹡ 289

Illustration 290

Figures and tables 295

CHAPTER 8.FACTORS OF OPERATORS 300

Banach spaces 301

Baire's Theorem 303

The inverse of a linear continuous map 305

The factor space X/X0 308

The quotient theorem 310

Import thereof 313

An instance in which U=Dns 314

Related instances 315

U a linear homogeneous differential operator 316

Approximation of a function by a solution of a linear homogeneous differential equation 316

A trigonometric approximation 322

An instance in which U involves difference operators 324

Functions of several variables 325

Use and design of machines 326

CHAPTER 9.EFFICIENT AND STRONGLY EFFICIENT APPROXIMATION 328

Norms based on integrals 328

Inner product spaces.Hilbert spaces 329

Orthogonality 331

L2-spaces and other function spaces 333

The Pythagorean theorem and approximation 337

Bases.Fourier coefficients 340

Projections 344

Orthogonalization 345

Elementary harmonic analysis of a derivative 349

The direct sum of two Hilbert spaces 353

The direct product of two Hilbert spaces 354

Direct products and function spaces 358

Matrices 369

Probability spaces 370

Extension of operators to direct products 372

The general problem of approximation 377

Efficient and strongly efficient approximation 382

Digression on unbiased approximation 385

Characterization of efficient operators 385

Calculation of operators near efficiency 389

Conditions that L°=L 390

The subspaces Mt 392

Characterization of strongly efficient operators 393

A sufficient condition for strong efficiency 400

Applications 404

Smoothing of one observation 410

Weak efficiency 414

Approximation based on a table of contaminated values 415

Use of the nearest tabular entry 419

Use of the two nearest tabular entries 421

Estimation of the pertinent stochastic processes 423

Stationary data 430

The roles of the correlations in ψ 432

The spaces Mt 434

The normal equation 438

A calculation 441

CHAPTER 10.MINIMAL RESPONSE TO ERROR 443

Minimal response among unbiased approximations 443

Minimal operators and projections 446

Linear continuous functionals on a Hilbert space.Adjoint operators 451

Operators of finite Schmidt norm 454

Trace 458

Nonnegative operators.Square roots 458

The variance of δx 460

Variance and inner product 468

Minimality in terms of variance 469

A digression on statistical estimation 473

Partitioned form 474

Minimizing sequences 477

The approximation of x by A(x+δx) 480

Illustration 481

Least square approximation 491

Existence thereof 493

The choice of a suitable weight 494

CHAPTER 11.THE STEP FUNCTIONS θ AND ψ 496

Introduction 496

Formulas of integration 497

CHAPTER 12.STIELTJES INTEGRALS,INTEGRATION BY PARTS,FUNCTIONS OF BOUNDED VARIATION 500

The integral ∫ā ɑx(s) df(s) 500

Increasing functions 503

Functions of bounded variation 503

Integration relative to a function of bounded variation 506

∣f∣-null sets 509

The Lebesgue integral 510

Absolutely continuous masses 514

m-fold integrals 515

Intervals and increments 519

The extension of a function 521

Entirely increasing functions 521

Functions of bounded variation 524

The variations of f 526

Integration relative to a function of bounded variation 529

The Lebesgue double integral 533

Absolutely continuous masses 534

BIBLIOGRAPHY 535

INDEX AND LIST OF SYMBOLS 539

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