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Genomics and data science: an application within an umbrella
by
Navarro, Fábio C. P.
, Mohsen, Hussein
, Yan, Chengfei
, Li, Shantao
, Meyerson, William
, Gerstein, Mark
, Gu, Mengting
in
Animal Genetics and Genomics
/ Artificial intelligence
/ Bioinformatics
/ Biomedical and Life Sciences
/ Collaboration
/ Commentaries
/ Computer science
/ Data analysis
/ Data Science
/ DNA
/ Evolutionary Biology
/ Gene expression
/ Genetics
/ genome
/ Genomes
/ Genomics
/ Human Genetics
/ Hypothesis testing
/ Life Sciences
/ Microbial Genetics and Genomics
/ Opinion
/ ownership
/ Physics
/ Plant Genetics and Genomics
/ Principal components analysis
/ Privacy
/ Proteomics
/ Researchers
/ Taxonomy
2019
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Genomics and data science: an application within an umbrella
by
Navarro, Fábio C. P.
, Mohsen, Hussein
, Yan, Chengfei
, Li, Shantao
, Meyerson, William
, Gerstein, Mark
, Gu, Mengting
in
Animal Genetics and Genomics
/ Artificial intelligence
/ Bioinformatics
/ Biomedical and Life Sciences
/ Collaboration
/ Commentaries
/ Computer science
/ Data analysis
/ Data Science
/ DNA
/ Evolutionary Biology
/ Gene expression
/ Genetics
/ genome
/ Genomes
/ Genomics
/ Human Genetics
/ Hypothesis testing
/ Life Sciences
/ Microbial Genetics and Genomics
/ Opinion
/ ownership
/ Physics
/ Plant Genetics and Genomics
/ Principal components analysis
/ Privacy
/ Proteomics
/ Researchers
/ Taxonomy
2019
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Do you wish to request the book?
Genomics and data science: an application within an umbrella
by
Navarro, Fábio C. P.
, Mohsen, Hussein
, Yan, Chengfei
, Li, Shantao
, Meyerson, William
, Gerstein, Mark
, Gu, Mengting
in
Animal Genetics and Genomics
/ Artificial intelligence
/ Bioinformatics
/ Biomedical and Life Sciences
/ Collaboration
/ Commentaries
/ Computer science
/ Data analysis
/ Data Science
/ DNA
/ Evolutionary Biology
/ Gene expression
/ Genetics
/ genome
/ Genomes
/ Genomics
/ Human Genetics
/ Hypothesis testing
/ Life Sciences
/ Microbial Genetics and Genomics
/ Opinion
/ ownership
/ Physics
/ Plant Genetics and Genomics
/ Principal components analysis
/ Privacy
/ Proteomics
/ Researchers
/ Taxonomy
2019
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Genomics and data science: an application within an umbrella
Journal Article
Genomics and data science: an application within an umbrella
2019
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Overview
Data science allows the extraction of practical insights from large-scale data. Here, we contextualize it as an umbrella term, encompassing several disparate subdomains. We focus on how genomics fits as a specific application subdomain, in terms of well-known 3 V data and 4 M process frameworks (volume-velocity-variety and measurement-mining-modeling-manipulation, respectively). We further analyze the technical and cultural “exports” and “imports” between genomics and other data-science subdomains (e.g., astronomy). Finally, we discuss how data value, privacy, and ownership are pressing issues for data science applications, in general, and are especially relevant to genomics, due to the persistent nature of DNA.
Publisher
BioMed Central,Springer Nature B.V,BMC
Subject
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