Computational Genomics With R PDF
By:Altuna Akalin
Published on 2020-12-18 by CRC Press
Computational Genomics with R provides a starting point for beginners of genomic data analysis and also guides the more advanced practitioners to sophisticated data analysis techniques in genomics. The book covers topics from R programming to machine learning and statistics to the latest genomic data analysis techniques. The text provides accessible information and explanations always with the genomics context in the background. It also contains practical and well-documented examples in R so readers can analyze their data by simply reusing the code presented. As the field of computational genomics is interdisciplinary, it requires different starting points for people with different backgrounds. A biologist might skip sections on basic genome biology and start with R programming whereas a computer scientist might want to start with genome biology. After reading, you will: - get the basics of R and dive right into specialized uses of R for computational genomics such as using Bioconductor packages. - be familiar with statistics, supervised and unsupervised learning techniques which are important in data modeling and exploratory analysis of high-dimensional data - understand genomic intervals and operations on them, which are used for tasks such as aligned read counting and genomic feature annotation - learn about the basics of processing and quality checking high-throughput sequencing data - be able to do sequence analysis, such as calculating GC content for parts of a genome or find transcription factor binding sites - learn about visualization techniques used in genomics, such as heatmaps, meta-gene plots, and genomic track visualization - be familiar with analysis of different high-throughput sequencing data sets, such as RNA-seq, ChIP-seq, and BS-seq - learn basic techniques to integrate and interpret multi-omics datasets
This Book was ranked at 41 by Google Books for keyword medical computer application analyst.
Book ID of Computational Genomics With R's Books is KqW6swEACAAJ, Book which was written byAltuna Akalinhave ETAG "3OUpx9VMwE8"
Book which was published by CRC Press since 2020-12-18 have ISBNs, ISBN 13 Code is 9781498781855 and ISBN 10 Code is 1498781853
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