Contemporary Experimental Design, Multivariate Analysis and Data Mining
Festschrift in Honour of Professor Kai-Tai Fang
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Beschreibung
The collection and analysis of data play an important role in many fields of science and technology, such as computational biology, quantitative finance, information engineering, machine learning, neuroscience, medicine, and the social sciences. Especially in the era of big data, researchers can easily collect data characterised by massive dimensions and complexity.
In celebration of Professor Kai-Tai Fang’s 80th birthday, we present this book, which furthers new and exciting developments in modern statistical theories, methods and applications. The book features four review papers on Professor Fang’s numerous contributions to the fields of experimental design, multivariate analysis, data mining and education. It also contains twenty research articles contributed by prominent and active figures in their fields. The articles cover a wide range of important topics such as experimental design, multivariate analysis, data mining, hypothesis testing and statistical models.The collection and analysis of data play an important role in many fields of science and technology, such as computational biology, quantitative finance, information engineering, machine learning, neuroscience, medicine, and the social sciences. Especially in the era of big data, researchers can easily collect data characterised by massive dimensions and complexity.
In celebration of Professor Kai-Tai Fang’s 80th birthday, we present this book, which furthers new and exciting developments in modern statistical theories, methods and applications. The book features four review papers on Professor Fang’s numerous contributions to the fields of experimental design, multivariate analysis, data mining and education. It also contains twenty research articles contributed by prominent and active figures in their fields. The articles cover a wide range of important topics such as experimental design, multivariate analysis, data mining, hypothesis testing and statistical models.Gives an overview on new developments in modern statistical theories, methods and applications Covers a wide range of important topics such as experimental design, multivariate analysis, data mining, hypothesis testing and statistical models Contributors are prominent and active figures in their fields
Autor*in
Jianqing Fan
Themen in »Contemporary Experimental Design, Multivariate Analysis and Data Mining«
62F 62H 62G 62K 62J 62N 62P big data Functional data Covariance matrix high-dimensional data multivariate data network data variable selection experimental design longitudinal data Robust design survival data machine learning data mining Composite design