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Rawlings J.O., Pantula S.G., Dickey D.A. — Applied Regression Analysis: A Research Tool
Rawlings J.O., Pantula S.G., Dickey D.A. — Applied Regression Analysis: A Research Tool



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Название: Applied Regression Analysis: A Research Tool

Авторы: Rawlings J.O., Pantula S.G., Dickey D.A.

Аннотация:

Textbook designed as a supplement to an understanding of statistical concepts for the purpose of employing sophisticated and powerful statistical methods. Emphasizes the drawing of scientific inferences from the regression analysis of data examples.


Язык: en

Рубрика: Математика/Вероятность/Статистика и приложения/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Издание: second edition

Год издания: 2001

Количество страниц: 671

Добавлена в каталог: 09.06.2005

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
Linear functions, mean of      86
Linear functions, variance of      86
Linear transformation      83
Linear-by-linear interaction      253
Linearly dependent      197
Linearly independent      38 48 50
Linthurst, R.A.      161
Littell, R.C.      546 561 568
Logistic regression      509
Logit transformation      404 492 510
Lott, W.F.      445
LSMEANS      314 564 567 584 595
Lynn, M.J.      445
MacDonald, G.M.      358
Madansky, A.      336
Mallow's $C_p$      220 223
Mallows, C.L.      206 223 224
Marquardt's compromise      497
Marquardt, D.W.      370 373 377 445 446 497
Mason, R.L.      445 457
Matrix      37
Matrix addition      40
Matrix determinant      42 57
Matrix full rank      38 79 273
Matrix identity      39
Matrix multiplication      40
Matrix P      80
Matrix row operations      51
Matrix transpose      40
Matrix, column space of      39
Matrix, decomposition of      58
Matrix, diagonal      39
Matrix, elements of      38
Matrix, generalized inverse      53
Matrix, idempotent      55 80
Matrix, inverse      44 79
Matrix, nonnegative definite      60 105
Matrix, nonsingular      38 44
Matrix, not of full rank      273
Matrix, order of      38
Matrix, projection      55 80 187 331
Matrix, rank of      38 58 184
Matrix, real      57
Matrix, singular      38 44
Matrix, square      39
Matrix, symmetric      40 56 57
Matrix, transpose of product      42
Matrix, variance–covariance      82
Maximum likelihood estimator      77 325 410 507 508 573 574 588
Maximum R-square      467
mci, multicollinearity index      371 473
Mean square      108
Mean square error of prediction      228
Mean square expectations      10
Mean squared error      209 443
Means model      271 274 286 546
Measurement error      29
Miller, Jr., R.G.      138
Milliken, G.A.      564
Minimum variance property      328
Minor      43
Mixed model analysis      615
Mixed models      573 574 615
Model validation      228
Model, autocatalytic growth      490
Model, autoregressive      588
Model, Bertalanffy's      491
Model, centered      33
Model, exponential decay      405 487
Model, exponential growth      405 487 495
Model, first-order autoregressive      419
Model, fixed effects      573
Model, full rank      75 76
Model, general mixed linear      586
Model, Gompertz growth      490 491
Model, intrinsically linear      405 487
Model, intrinsically nonlinear      2 487
Model, inverse polynomial      406 490
Model, linear      2
Model, logistic growth      406 490 491 510
Model, Mitscherlich      489 511
Model, mixed      573 574 579 593
Model, monomolecular growth      428 489 491
Model, no intercept      21
Model, nonlinear      2 398 485 486
Model, one-way      271
Model, p independent variables      75
Model, polynomial response      406
Model, random      574 586
Model, random coefficient regression      584 587
Model, segmented polynomial      493
Model, split-plot      579 587 591
Model, two-level nested      590
Model, two-term exponential      488 502 511
Model, two-way cross-classified      590 591
Model, Weibull      428 492 504 512 515 524 534
Model,two-way with covariate      295
Mombiela, R.A.      489
Mosteller, R.      399
MSE, mean squared error      443 446
Multicollinearity index      371
Multicollinearity problem      240
Multivariate normal distribution      86
Mutually independent      86
Myers, R.H.      568
Near-singularity      433
Nelder, J.A.      490
Nelson, L.A.      316
Nelson, W.R.      95 352 360
Nested models      132
Newton — Raphson method      588
NID      3
Nielsen, D.R.      395
Noncentral chi-square      116 117
Noncentrality parameter      116 117
Nonestimable      273 276 548
Nonestimable functions      276
Nonlinear models      332 485 486
Nonnormality      327 398
Nonnormality, impact of      327
Nonnormality, tests for      358
Nonunique solution      273
Normal equations      4 78
Normal order statistics      356
Normal plot      327
Normal plot, interpretation      357
Normality      77 325 326
Normality, not required for least squares estimation      77
Norusis, M.J.      568
Observational data      177 463
Odds ratio      510
One-way analysis of variance model      575
Order statistics      356
Ordinary least squares      325 413 467
Orthogonal      209
Orthogonal polynomial coefficients      106
Orthogonal polynomials      242
Orthogonal quadratic forms      104
Orthogonal transformations      54
Orthogonality property      558 559 561
Outlier      326 330 348
Outlier in the residuals      331
Over-defined model      503
Overparameterized      273
Pantula, S.G.      585 586 588
PARAMETER      2
Parameter effects curvature      501
Park, S. H.      446
Partial hypotheses      554 559
Partial regression coefficient      76
Partial regression leverage plots      359 400
Partial sum of squares      122 130 131 134 560
Pauling, L.      98 319 569
Pearson, E.S.      356
Pennypacker, S.P.      492
Pharos Books      263
Pierce, D.A.      342 358
Pollock, K.H.      588
Polynomial models      132 235 236 250 400 485 515 520
Polynomial models, cubic      239
Polynomial models, degree of      250
Polynomial models, first degree      250 251
Polynomial models, higher order      236 251
Polynomial models, interaction term      252
Polynomial models, order of      250
Polynomial models, risk of over fitting      256
Polynomial models, second degree      252 253 520
Polynomial models, second-order      236
Polynomial models, third degree      255
Population marginal means      564 566 610
Potentially influential      331
Power family of transformations      399 408
Power of a test      118
Precision, measures of      11
Predicted values      6
Prediction      6 90 175 176 206 207 249
Prediction error      14
Prediction interval      136 176
Prescott, P.      342 343
PRESS statistic      230
Principal component      436 438 447 471 473 475 476
Principal component analysis      61 64 433 447 455 463 466 471 479 482 483
Principal component regression      433 445 446 450 455 463 466 476 479 483
Principal component regression estimates      451
Principal component scores      64
Principal components      64
Principle of parsimony      220
Prior information      250
Probability density function      77 86 87
probability distribution      115
Probit analysis      492
Probit transformation      404
Problem areas, collinearity      326
Problem areas, influential data points      326
Problem areas, misspecified model      326
Problem areas, near-linear dependencies      326
Problem areas, outliers      326
PROC GLM      283 581
Proc Mixed      588 589
PROC REG      211
Product moment correlation      50
Projection      55 186 187 437
Pure error      143 146 241
Pure error sum of squares      241
Pythagorean Theorem      47 189
Q, hypothesis sum of squares      120 126
Quadratic forms      101 102
Quadratic forms, distribution of      115
Quadratic forms, expectations of      113
Quadratic model      236
Quantitative variables as class variables      270
Quesenberry, C.P.      343 344
R-notation      129
Ralston, M.L.      497
RANDOM statement      581 583 607
Random vectors      77 82 86
Random vectors, linear functions of      82
Random vectors, linear transformation      83
Randomized complete block design      577 579 593
Rao, C.R.      53 55
Rawlings, J.O.      440 492
Recursive residuals      343 344
Reduced model      126
Reference cell model      280
Regression coefficients, properties of      87
Regression diagnostics      341
Regression sum of squares      110
Regression through the origin      21
Relative efficiency      420
REML      589
Reparameterize      192 198 244 273
Residual      3 6 7
Residual mean square      220 222
Residuals vector      81 187
Response curve modeling      249
Restricted maximum likelihood      573 574 589 616
Ridge regression      445 446 461
Riggs, D.S.      336
Riviere, J.S.      440
Robson, D.S.      331 344
Robust regression      326
Rohlf, F.J.      356
Ronchetti, E.M.      326
Rousseeuw, P.J.      326
Row marker      438 442
RSQUARE method      211
RSTUDENT      342
Runs test      353
Runs test, normal approximation      353
Ruppert. D.      335 336 338 509
Saeed, M.      62 65—67
Sample-based selection      209
SAS Institute, Inc.      165 211 215 219 220 232 243 255 283 311 342 343 379 391 417 424 467 502 510 520 525 536 546 553 559 564 566 583 588 596 597 615
Satterthwaite approximation      582 592 609 616
Satterthwaite option      616
Satterthwaite, F.E.      582 592
SBC criterion      220 225 589
scalar      39
Scalar multiplication      42
Scaled independent variables      434 435 447 471
Schefe joint prediction intervals      143
Schefe method      138 172 507
Scheffe, H.      138 575
Schwarz, G.      225
Searle, S.R.      17 37 50 53 55 57 78 86 105 113 115 120 280 282 546 562—564 568 581
Second-degree polynomial model      250
Sequential hypotheses      554 559
Sequential sum of squares      131 132 197 559
Shapiro — Francia test for normality      359
Shapiro, S.S.      359 633
Shy-Modjeska, J.S.      440 443
Significance level to enter      214
Significance level to stay      214
SIMEX estimator      337
Simultaneous confidence statements      137
Singular value decomposition      61 435 437 447 471
Singular values      61
Singular vectors      61 63
Skewness coefficient      327
slope      2
Smith, H.      446 497
Snedecor, G.W.      vii
Snee, R.D.      230 370 373 446
Sokal, R.R.      356
Space      184
Space, n-dimensional      184
Spatial relationship      54
Spector, P.C.      546 561 568
Speed, F.M.      445 546 552 554 559 564 583
Split-plot design      579 593
SS(Model)      108
SS(Regr)      110 451
SS(Res)      108
Stahel, W.A.      326
Standardized residual      342
Steel, R.G.D.      vii 243 256 581
Steepest descent method      497
Stefanski, L.A.      335—338
Stein shrinkage      445
Stein, C.M.      445
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