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SPSS for Starters, Part 2: SpringerBriefs in Statistics

Autor Ton J. Cleophas, Aeilko H. Zwinderman
en Limba Engleză Paperback – 10 iul 2012
The first part of this title contained all statistical tests that are relevant for starters on SPSS, and included standard parametric and non-parametric tests for continuous and binary variables, regression methods, trend tests, and reliability and validity assessments of diagnostic tests. The current part 2 of this title reviews multistep methods, multivariate models, assessments of missing data, performance of diagnostic tests, meta-regression, Poisson regression, confounding and interaction, and survival analyses using log tests and segmented time-dependent Cox regression. Methods for assessing non linear models, data seasonality, distribution free methods, including Monte Carlo methods and artificial intelligence, and robust tests are also covered.
Each method of testing is explained using a data example from clinical practice,including every step in SPSS, and a text with interpretations of the results and hints convenient for data reporting. In order to facilitate the use of this cookbook the data files of the examples is made available by the editor through extras.springer.com.
Both part 1 and 2 of this title contain a minima amount of text and maximal technical details, but we believe that this property will not refrain students from mastering the SPSS software systematics, and that, instead, it will be a help to that aim. Yet, we recommend that it will used together with the textbook "Statistics Applied to Clinical Trials" (5th edition, Springer, Dordrecht 2012) and the e-books "Statistics on a Pocket Calculator Part 1 and 2 (Springer, Dordrecht, 2011 and 2012) from the same authors.
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Specificații

ISBN-13: 9789400748033
ISBN-10: 9400748035
Pagini: 116
Ilustrații: IX, 104 p. 20 illus.
Dimensiuni: 155 x 235 x 13 mm
Greutate: 0.17 kg
Ediția:2012
Editura: SPRINGER NETHERLANDS
Colecția Springer
Seria SpringerBriefs in Statistics

Locul publicării:Dordrecht, Netherlands

Public țintă

Professional/practitioner

Cuprins

Preface.-1 Introduction.-2 Multistage regression.-3 Multivariate analysis using path statistics.-4 Multivariate analysis of variance.-5 Categorical data.-6 Multinomial logistic regression.-7 Missing data imputation.-8 Comparing the performance of diagnostic tests.-9 Meta-regression.-10 Poisson regression.-11 Confounding.-12 Interaction, random effect analysis of variance.-13 Log rank tests.14 Segmented Cox regression.-15 Curvilinear analysis.-16 Loess and spline modelling.-17 Assessing seasonality.-18 Monte Carlo analysis.-19 Artificial intelligence.-20 Robust tests. Final remarks. Index.

Textul de pe ultima copertă

The first part of this title contained all statistical tests that are relevant for starters on SPSS, and included standard parametric and non-parametric tests for continuous and binary variables, regression methods, trend tests, and reliability and validity assessments of diagnostic tests. The current part 2 of this title reviews multistep methods, multivariate models, assessments of missing data, performance of diagnostic tests, meta-regression, Poisson regression, confounding  and interaction, and survival analyses using log tests and segmented time-dependent Cox regression. Methods for assessing non linear models, data seasonality, distribution free methods, including Monte Carlo methods and artificial intelligence, and robust tests are also covered.
Each method of testing is explained using a data example from clinical practice,including every step in SPSS, and a text with interpretations of the results and hints convenient for data reporting. In order to facilitate theuse of this cookbook the data files of the examples is made available by the editor through extras.springer.com.
Both part 1 and 2 of this title contain a minima amount of text and maximal technical details, but we believe that this property will not refrain students from mastering the SPSS software systematics, and that, instead, it will be a help to that aim. Yet, we recommend that it will used together with the textbook "Statistics Applied to Clinical Trials" (5th edition, Springer, Dordrecht 2012) and the e-books "Statistics on a Pocket Calculator Part 1 and 2 (Springer, Dordrecht, 2011 and 2012) from the same authors.

Caracteristici

Step by Step guideline with real data examples Selection of relatively simple methods providing the best power Non-mathematical investigators are enabled to answer sound biological questions Co-authored by very experienced clinician and statistician Paucity of similar books in the field of medicine Includes supplementary material: sn.pub/extras Includes supplementary material: sn.pub/extras