Modern Bayesian Statistics in Clinical Research
AvTon J. Cleophas,Aeilko H. Zwinderman
985 kr
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Produktinformation
- Utgivningsdatum:2018-08-11
- Mått:155 x 235 x 20 mm
- Vikt:426 g
- Format:Inbunden
- Språk:Engelska
- Antal sidor:188
- Förlag:Springer International Publishing AG
- ISBN:9783319927466
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The authors are well-qualified in their field. Professor Zwinderman is past-president of the International Society of Biostatistics (2012-2015), and Professor Cleophas is past-president of the American College of Angiology (2000-2002). Professor Zwinderman is one of the Principle Investigators of the Academic Medical Center Amsterdam, and his research is concerned with developing statistical methods for new research designs in biomedical science, particularly integrating omics data, like genomics, proteomics, metabolomics, and analysis tools based on parallel computing and the use of cluster computers and grid computing. Professor Cleophas is a member of the Academic Committee of the European College of Pharmaceutical Medicine, that provides, on behalf of 22 European Universities, the Master-ship trainings "Pharmaceutical Medicine" and "Medicines Development". From their expertise theyshould be able to make adequate selections of modern methods for clinical data analysis for the benefit of physicians, students, and investigators. The authors have been working and publishing together for 18 years, and their research can be characterized as a continued effort to demonstrate that clinical data analysis is not mathematics but rather a discipline at the interface of biology and mathematics.The authors as professors and teachers in statistics at universities in The Netherlands and France for the most part of their lives, are concerned, that their students find regression-analyses harder than any other methodology in statistics. This is serious, because almost all of the novel methodologies in current data mining and data analysis include elements of regression-analysis, and they do hope that the current production "Regression Analysis for Starters and 2nd Levelers" will be a helpful companion for the purpose. Five textbookscomplementary to the current production and written by the same authors are Statistics applied to clinical studies 5th edition, 2012, Machine learning in medicine a complete overview, 2015, SPSS for starters and 2nd levelers 2nd edition, 2015, Clinical data analysis on a pocket calculator 2nd edition, 2016, Modern Meta-analysis, 2017Regression Analysis in Medical Research, 2018 all of them published by Springer
Innehållsförteckning
- Preface.- General Introduction to Modern Bayesian Statistics.- Traditional Bayes: Diagnostic Tests, Genetic Research, Bayes and Drug Trials.- Bayesian Tests for One Sample Continuous Data.- Bayesian Tests for One Sample Binary Data.- Bayesian Paired T-Tests.- Bayesian Unpaired T-Tests.- Bayesian Regressions.- Bayesian Analysis of Variance (Anova).- Bayesian Loglinear Regression.- Bayesian Poisson Rate Analysis.- Bayesian Pearson Correlations.- Bayesian Statistics: Markov Chain Monte Carlo Sampling.- Bayes and Causal Relationships.- Bayesian Network.- Index.
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