Gene expression data analysis : a statistical and machine learning perspective / Pankaj Barah, Dhruba Kumar Bhattacharyya, Jugal Kumar Kalita.
By: Barah, Pankaj [author.]
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Contributor(s): Bhattacharyya, Dhruba K [author.] | Kalita, Jugal Kumar [author.].
Material type: 
BookPublisher: Boca Raton : Chapman & Hall/CRC Press, 2022Edition: First edition.Description: 1 online resource.Content type: text Media type: computer Carrier type: online resourceISBN: 9780429322655; 0429322658; 9781000425734; 1000425738; 9781000425758; 1000425754.Subject(s): Gene expression -- Statistical methods | Gene expression -- Data processing | Machine learning | COMPUTERS / General | COMPUTERS / Computer Science | COMPUTERS / BioinformaticsDDC classification: 572.8/65 Online resources: Taylor & Francis | OCLC metadata license agreement Information flow in biological systems -- Gene expression data generation -- Statistical foundations and machine learning -- Coexpression analysis -- Differential expression analysis -- Tools and systems -- Concluding remarks and research challenges.
"The book introduces phenomenal growth of data generated by increasing numbers of genome sequencing projects and other throughput technology-led experimental efforts. It provides information about various sources of gene expression data, and pre-processing, analysis, and validation of such data"-- Provided by publisher.
OCLC-licensed vendor bibliographic record.
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