Applied Statistics Using SPSS, STATISTICA, MATLAB and RSpringer Science & Business Media, 28/05/2007 - 505 من الصفحات Four years have passed since the first edition of this book. During this time I have had the opportunity to apply it in classes obtaining feedback from students and inspiration for improvements. I have also benefited from many comments by users of the book. For the present second edition large parts of the book have undergone major revision, although the basic concept – concise but sufficiently rigorous mathematical treatment with emphasis on computer applications to real datasets –, has been retained. The second edition improvements are as follows: • Inclusion of R as an application tool. As a matter of fact, R is a free software product which has nowadays reached a high level of maturity and is being increasingly used by many people as a statistical analysis tool. • Chapter 3 has an added section on bootstrap estimation methods, which have gained a large popularity in practical applications. • A revised explanation and treatment of tree classifiers in Chapter 6 with the inclusion of the QUEST approach. • Several improvements of Chapter 7 (regression), namely: details concerning the meaning and computation of multiple and partial correlation coefficients, with examples; a more thorough treatment and exemplification of the ridge regression topic; more attention dedicated to model evaluation. • Inclusion in the book CD of additional MATLAB functions as well as a set of R functions. • Extra examples and exercises have been added in several chapters. • The bibliography has been revised and new references added. |
المحتوى
1 | |
Exercises | 400 |
Appendix A Short Survey on Probability Theory | 403 |
Basic Notions 403 A 1 1 Events and Frequencies 403 A 1 2 Probability Axioms 404 A 2 Conditional Probability and Independence 406 A 2 1 Condi... | 446 |
8 Students t Distribution 449 B 2 9 F Distribution 451 B 2 10 Von Mises Distributions 452 Appendix C Point Estimation | 455 |
Breast Tissue 469 E 2 Car Sale 469 E 3 Cells 470 E 4 Clays 470 E 5 Cork Stoppers 471 E 6 CTG 472 E 7 Culture 473 E 8 Fatigue 473 E 9 FHR 474 ... | 481 |
Soil Pollution 482 E 27 Stars 482 E 28 Stock Exchange 483 E 29 VCG 484 E 30 Wave 484 E 31 Weather 484 E 32 Wines 485 Appendix F Tools | 487 |
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عبارات ومصطلحات مألوفة
analysis ANOVA test assess assume ASTV binomial bootstrap chi-square coefficients column Commands computed confidence interval confidence level Consider contingency table cork stoppers correlation corresponding covariance matrix data frame dataset degrees of freedom denoted density function Determine discrimination distribution function error Example factor foetal weight formula frequencies histogram independent samples level of significance linear regression MATLAB measurements median Mises distribution normal distribution null hypothesis observed obtained with SPSS obtained with STATISTICA parameter percentile performed point estimate population Porto predictor principal components random variable ranks regression model reject the null respectively ROC curve sample mean sampling distribution sequence shown in Figure specific SPSS and STATISTICA standard deviation standardised STATISTICA sum of squares survivor function test statistic Type I Error values variable ART variance vector zero β β µ µ