Statistics for Bioengineering Sciences
With MATLAB and WinBUGS Support
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Beschreibung
Through its scope and depth of coverage, this book addresses the needs of the vibrant and rapidly growing engineering fields, bioengineering and biomedical engineering, while implementing software that engineers are familiar with.
The author integrates introductory statistics for engineers and introductory biostatistics as a single textbook heavily oriented to computation and hands on approaches. For example, topics ranging from the aspects of disease and device testing, Sensitivity, Specificity and ROC curves, Epidemiological Risk Theory, Survival Analysis, or Logistic and Poisson Regressions are covered.
In addition to the synergy of engineering and biostatistical approaches, the novelty of this book is in the substantial coverage of Bayesian approaches to statistical inference. Many examples in this text are solved using both the traditional and Bayesian methods, and the results are compared and commented.
Through its scope and depth of coverage, this book addresses the needs of the vibrant and rapidly growing engineering fields, bioengineering and biomedical engineering, while implementing software that engineers are familiar with.
The author integrates introductory statistics for engineers and introductory biostatistics as a single textbook heavily oriented to computation and hands on approaches. For example, topics ranging from the aspects of disease and device testing, Sensitivity, Specificity and ROC curves, Epidemiological Risk Theory, Survival Analysis, or Logistic and Poisson Regressions are covered.
In addition to the synergy of engineering and biostatistical approaches, the novelty of this book is in the substantial coverage of Bayesian approaches to statistical inference. Many examples in this text are solved using both the traditional and Bayesian methods, and the results are compared and commented.
The text addresses the needs of the vibrant and rapidly growing engineering fields, bioengineering and biomedical engineering Implements software with which engineers are familiar Incorporates substantial coverage of Bayesian approaches to statistical inference Includes supplementary material: sn.pub/extras
Autor*in
Brani Vidakovic
Themen in »Statistics for Bioengineering Sciences«
Bayesian methods MATLAB WinBUGS statistical inference
Stimmen zu »Statistics for Bioengineering Sciences«
From the book reviews:
“This text has resulted from the author’s teaching of introductory statistics to engineering students in the USA. Dealing both with the theoretical aspects of statistical methods and the need to implement software that engineers are familiar with, the book is a delight to read. … I recommend the book to any one intending to use either MATLAB or/and WinBUGS for statistical modelling and analysis.” (Carl M. O’Brien, International Statistical Review, Vol. 81 (3), 2014)
“Although there are many engineering statistics books, this is the first one I have seen devoted to bioengineering. It is a very comprehensive book with many good features. … I would say that Statistics for Bioengineering Sciences would make a wonderful text for a first course in statistics for biomedical engineering students and is a great reference for engineers and statisticians.” (Michael R. Chernick, Technometrics, Vol. 55 (1), February, 2013)
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