Gene Expression Data Analysis: A Statistical and Machine Learning Perspective

ISBN-13: 9780367338893 / Angielski / Twarda / 2021 / 360 str.

Pankaj Barah; Dhruba Kumar Bhattacharyya; Jugal Kumar Kalita

Opis

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.

Spis treści

Preface. Acknowledgements. Abstract. Authors. Introduction. Information Flow in Biological Systems. Gene Expression Data Generation. Statistical Foundations and Machine Learning. Co-expression Analysis. Differential Expression Analysis. Tools and Systems. Concluding Remarks and Research Challenges. Index. Glossary.