Barah, Pankaj,
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"--
9780429322655 0429322658 9781000425734 1000425738 9781000425758 1000425754
Gene expression--Statistical methods.
Gene expression--Data processing.
Machine learning.
COMPUTERS / General
COMPUTERS / Computer Science
COMPUTERS / Bioinformatics
QH450
572.8/65
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"--
9780429322655 0429322658 9781000425734 1000425738 9781000425758 1000425754
Gene expression--Statistical methods.
Gene expression--Data processing.
Machine learning.
COMPUTERS / General
COMPUTERS / Computer Science
COMPUTERS / Bioinformatics
QH450
572.8/65