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Modern Bayesian statistics is based on biological likelihoods, and may better fit clinical data than traditional tests based normal distributions do. This is the first edition to systematically implymodern Bayesian statistics in traditional clinical data analysis. This edition also demonstrates that Markov Chain Monte Carlo procedures laid out as Bayesian tests provide more robust correlation coefficients than traditional tests do. It also shows that traditional path statistics are both textually and conceptionally like Bayes theorems, and that structural equations models computed from them are the basis of multistep regressions, as used with causal Bayesian networks.
Modern Bayesian statistics is based on biological likelihoods, and may better fit clinical data than traditional tests based normal distributions do. This is the first edition to systematically implymodern Bayesian statistics in traditional clinical data analysis. This edition also demonstrates that Markov Chain Monte Carlo procedures laid out as Bayesian tests provide more robust correlation coefficients than traditional tests do. It also shows that traditional path statistics are both textually and conceptionally like Bayes theorems, and that structural equations models computed from them are the basis of multistep regressions, as used with causal Bayesian networks.
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 [...]opean 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
First edition to systematically imply modern Bayesian statistics in traditional clinical data analysis
Demonstrates that Markov Chain Monte Carlo procedures laid out as Bayesian tests provide more robust correlation coefficients than traditional tests do
This edition demonstrates that traditional path statistics are both textually and conceptionally like Bayes theorems
Erscheinungsjahr: | 2019 |
---|---|
Fachbereich: | Allgemeine Lexika |
Genre: | Medizin |
Rubrik: | Wissenschaften |
Medium: | Taschenbuch |
Inhalt: |
x
188 S. 46 s/w Illustr. 38 farbige Illustr. 188 p. 84 illus. 38 illus. in color. |
ISBN-13: | 9783030065072 |
ISBN-10: | 3030065073 |
Sprache: | Englisch |
Ausstattung / Beilage: | Paperback |
Einband: | Kartoniert / Broschiert |
Autor: |
Zwinderman, Aeilko H.
Cleophas, Ton J. |
Auflage: | Softcover reprint of the original 1st ed. 2018 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG |
Maße: | 235 x 155 x 12 mm |
Von/Mit: | Aeilko H. Zwinderman (u. a.) |
Erscheinungsdatum: | 08.02.2019 |
Gewicht: | 0,312 kg |
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 [...]opean 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
First edition to systematically imply modern Bayesian statistics in traditional clinical data analysis
Demonstrates that Markov Chain Monte Carlo procedures laid out as Bayesian tests provide more robust correlation coefficients than traditional tests do
This edition demonstrates that traditional path statistics are both textually and conceptionally like Bayes theorems
Erscheinungsjahr: | 2019 |
---|---|
Fachbereich: | Allgemeine Lexika |
Genre: | Medizin |
Rubrik: | Wissenschaften |
Medium: | Taschenbuch |
Inhalt: |
x
188 S. 46 s/w Illustr. 38 farbige Illustr. 188 p. 84 illus. 38 illus. in color. |
ISBN-13: | 9783030065072 |
ISBN-10: | 3030065073 |
Sprache: | Englisch |
Ausstattung / Beilage: | Paperback |
Einband: | Kartoniert / Broschiert |
Autor: |
Zwinderman, Aeilko H.
Cleophas, Ton J. |
Auflage: | Softcover reprint of the original 1st ed. 2018 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG |
Maße: | 235 x 155 x 12 mm |
Von/Mit: | Aeilko H. Zwinderman (u. a.) |
Erscheinungsdatum: | 08.02.2019 |
Gewicht: | 0,312 kg |