: methods and applications with the mixOmics package
نام نخستين پديدآور
/ Kim-Anh Le Cao, Zoe Welham.
وضعیت نشر و پخش و غیره
محل نشرو پخش و غیره
Boca Raton, FL.
نام ناشر، پخش کننده و غيره
: CRC Press, Taylor & Francis Group
تاریخ نشرو بخش و غیره
, 2022.
مشخصات ظاهری
نام خاص و کميت اثر
xxi, 308 p.
ساير جزييات
; ill. (some color).
فروست
عنوان فروست
(Computational biology)
یادداشتهای مربوط به کتابنامه ، واژه نامه و نمایه های داخل اثر
متن يادداشت
Includes bibliographical references and index.
یادداشتهای مربوط به خلاصه یا چکیده
متن يادداشت
Large biological data, which are often noisy and high-dimensional, have become increasingly prevalent in biology and medicine. There is a real need for good training in statistics, from data exploration through to analysis and interpretation. This book provides an overview of statistical and dimension reduction methods for high-throughput biological data, with a specific focus on data integration. It starts with some biological background, key concepts underlying the multivariate methods, and then covers an array of methods implemented using the mixOmics package in R. Features: Provides a broad and accessible overview of methods for multi-omics data integration Covers a wide range of multivariate methods, each designed to answer specific biological questions Includes comprehensive visualisation techniques to aid in data interpretation Includes many worked examples and case studies using real data Includes reproducible R code for each multivariate method, using the mixOmics package The book is suitable for researchers from a wide range of scientific disciplines wishing to apply these methods to obtain new and deeper insights into biological mechanisms and biomedical problems. The suite of tools introduced in this book will enable students and scientists to work at the interface between, and provide critical collaborative expertise to, biologists, bioinformaticians, statisticians and clinicians
موضوع (اسم عام یاعبارت اسمی عام)
عنصر شناسه ای
Multivariate analysis
عنصر شناسه ای
Biometry
عنصر شناسه ای
R (Computer program language )
داده رابط بین فیلدها
a05
داده رابط بین فیلدها
a04
داده رابط بین فیلدها
a06
رده بندی کنگره
شماره رده
QH323
.
5
نشانه اثر
.
L43
2022
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )
مستند نام اشخاص تاييد نشده
Le Cao, Kim-Anh, author
نام شخص - (مسئولیت معنوی برابر )
مستند نام اشخاص تاييد نشده
Welham, Zoe, author.
مبدا اصلی
کشور
Iran
سازمان
University of Tehran. Library of College of Science