Basic Elements Of Computational Statistics (statistics And Computing)
by Wolfgang Karl Härdle /
2017 / English / PDF, EPUB
15.9 MB Download
This textbook on computational statistics presents tools and
concepts of univariate and multivariate statistical data analysis
with a strong focus on applications and implementations in the
statistical software R. It covers mathematical, statistical as
well as programming problems in computational statistics and
contains a wide variety of practical examples. In addition to the
numerous R sniplets presented in the text, all computer programs
(quantlets) and data sets to the book are available on GitHub and
referred to in the book. This enables the reader to fully
reproduce as well as modify and adjust all examples to their
needs.
This textbook on computational statistics presents tools and
concepts of univariate and multivariate statistical data analysis
with a strong focus on applications and implementations in the
statistical software R. It covers mathematical, statistical as
well as programming problems in computational statistics and
contains a wide variety of practical examples. In addition to the
numerous R sniplets presented in the text, all computer programs
(quantlets) and data sets to the book are available on GitHub and
referred to in the book. This enables the reader to fully
reproduce as well as modify and adjust all examples to their
needs.
The book is intended for advanced undergraduate and first-year
graduate students as well as for data analysts new to the job who
would like a tour of the various statistical tools in a data
analysis workshop. The experienced reader with a good knowledge
of statistics and programming might skip some sections on
univariate models and enjoy the various ma
The book is intended for advanced undergraduate and first-year
graduate students as well as for data analysts new to the job who
would like a tour of the various statistical tools in a data
analysis workshop. The experienced reader with a good knowledge
of statistics and programming might skip some sections on
univariate models and enjoy the various mathematical roots of multivariate techniques.
thematical roots of multivariate techniques.
The Quantlet platform quantlet.de, quantlet.com, quantlet.org is
an integrated QuantNet environment consisting of different types
of statistics-related documents and program codes. Its goal is to
promote reproducibility and offer a platform for sharing
validated knowledge native to the social web. QuantNet and
the corresponding Data-Driven Documents-based visualization
allows readers to reproduce the tables, pictures and calculations
inside this Springer book.
The Quantlet platform quantlet.de, quantlet.com, quantlet.org is
an integrated QuantNet environment consisting of different types
of statistics-related documents and program codes. Its goal is to
promote reproducibility and offer a platform for sharing
validated knowledge native to the social web. QuantNet and
the corresponding Data-Driven Documents-based visualization
allows readers to reproduce the tables, pictures and calculations
inside this Springer book.
