Author | Marques de Sรก, Joaquim P. author |
---|---|
Title | Applied Statistics Using SPSS, STATISTICA and MATLAB [electronic resource] / by Joaquim P. Marques de Sรก |
Imprint | Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2003 |
Connect to | http://dx.doi.org/10.1007/978-3-662-05804-6 |
Descript | XXII, 452 p. 156 illus. online resource |
1 Introduction -- 2 Presenting and Summarising the Data -- 3 Estimating Data Parameters -- 4 Parametric Tests of Hypotheses -- 5 Non-Parametric Tests of Hypotheses -- 6 Statistical Classification -- 7 Data Regression -- 8 Data Structure Analysis -- 9 Survival Analysis -- 10 Directional Data -- Appendix A โ Short Survey on Probability Theory -- A.1 Basic Notions -- A.1.1 Events and Frequencies -- A.1.2 Probability Axioms -- A.2 Conditional Probability and Independence -- A.2.1 Conditional Probability and Intersection Rule -- A.2.2 Independent Events -- A.3 Compound Experiments -- A.4 Bayesโ Theorem -- A.5 Random Variables and Distributions -- A.5.1 Definition of Random Variable -- A.5.2 Distribution and Density Functions -- A.5.3 Transformation of a Random Variable -- A.6 Expectation, Variance and Moments -- A.6.1 Definitions and Properties -- A.6.2 Moment-Generating Function -- A.6.3 Chebyshev Theorem -- A.7 The Binomial and Normal Distributions -- A.7.1 The Binomial Distribution -- A.7.2 The Laws of Large Numbers -- A.7.3 The Normal Distribution -- A.8 Multivariate Distributions -- A.8.1 Definitions -- A.8.2 Moments -- A.8.3 Conditional Densities and Independence -- A.8.4 Sums of Random Variables -- A.8.5 Central Limit Theorem -- Appendix B โ Distributions -- B.1 Discrete Distributions -- B.1.1 Bernoulli Distribution -- B.1.2 Uniform Distribution -- B.1.3 Geometric Distribution -- B.1.4 Hypergeometric Distribution -- B.1.5 Binomial Distribution -- B.1.6 Multinomial Distribution -- B.1.7 Poisson Distribution -- B.2 Continuous Distributions -- B.2.1 Uniform Distribution -- B.2.2 Normal Distribution -- B.2.3 Exponential Distribution -- B.2.4 Weibull Distribution -- 6.2.5 Gamma Distribution -- B.2.6 Beta Distribution -- B.2.7 Chi-Square Distribution -- B.2.8 Studentโs t Distribution -- B.2.9 F Distribution -- B.2.10 Von Mises Distributions -- Appendix C โ Point Estimation -- C.1 Definitions -- C.2 Estimation of Mean and Variance -- Appendix D โ Tables -- D.1 Binomial Distribution -- D.2 Normal Distribution -- D.4 Chi-Square Distribution -- Appendix E โ Datasets -- E.1 Breast Tissue -- E.2 Car Sale -- E.3 Cells -- E.4 Clays -- E.5 Cork Stoppers -- E.6 CTG -- E.7 Culture -- E.8 Fatigue -- E.9 FHR -- E.10 FHR-Apgar -- E.11 Firms -- E.12 Flow Rate -- E.13 Foetal Weight -- E.14 Forest Fires -- E.15 Freshmen -- E.16 Heart Valve -- E.17 Infarct -- E.18 Joints -- E.19 Metal Firms -- E.20 Meteo -- E.21 Moulds -- E.22 Neonatal -- E.23 Programming -- E.24 Rocks -- E.25 Signal & Noise -- E.26 Soil Pollution -- E.27 Stars -- E.28 Stock Exchange -- E.29 VCG -- E.30 Wave -- E.31 Weather -- E.32 Wines -- Appendix F โ Tools -- F.1 MATLAB Functions -- F.2 Tools EXCEL File -- F.3 SCSIZE Program -- References