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Statistical Modeling and Machine Learning for Molecular Biology
Alan Moses
出版
CRC Press
, 2017-01-06
主題
Computers / Programming / Games
Mathematics / Probability & Statistics / General
Science / Life Sciences / Biology
Science / Biotechnology
ISBN
1482258609
9781482258608
URL
http://books.google.com.hk/books?id=GqgNDgAAQBAJ&hl=&source=gbs_api
EBook
SAMPLE
註釋
Molecular biologists are performing increasingly large and complicated experiments, but often have little background in data analysis. The book is devoted to teaching the statistical and computational techniques molecular biologists need to analyze their data. It explains the big-picture concepts in data analysis using a wide variety of real-world molecular biological examples such as eQTLs, ortholog identification, motif finding, inference of population structure, protein fold prediction and many more. The book takes a pragmatic approach, focusing on techniques that are based on elegant mathematics yet are the simplest to explain to scientists with little background in computers and statistics.