Gene expression data analysis : a statistical and machine learning perspective / Pankaj Barah, Dhruba Kumar Bhattacharyya, Jugal Kumar Kalita.
Material type: TextPublisher: Boca Raton : Chapman & Hall/CRC Press, 2022Edition: First editionDescription: 1 online resourceContent type:- text
- computer
- online resource
- 9780429322655
- 0429322658
- 9781000425734
- 1000425738
- 9781000425758
- 1000425754
- 572.8/65 23
- QH450
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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