Gene expression data analysis : a statistical and machine learning perspective /
Pankaj Barah, Dhruba Kumar Bhattacharyya, Jugal Kumar Kalita.
- First edition.
- 1 online resource
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"--