Summarizing Biological Networks

Sourav S. Bhowmick, Boon-Siew Seah (Autoren)

Buch | Softcover

XV, 146 Seiten

2018 | 1. Softcover reprint of the original 1st ed. 2017
Springer International Publishing (Verlag)
978-3-319-85438-0 (ISBN)

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This book focuses on the data mining, systems biology, and bioinformatics computational methods that can be used to summarize biological networks. Specifically, it discusses an array of techniques related to biological network clustering, network summarization, and differential network analysis which enable readers to uncover the functional and topological organization hidden in a large biological network. The authors also examine crucial open research problems in this arena.
Academics, researchers, and advanced-level students will find this book to be a comprehensive and exceptional resource for understanding computational techniques and their applications for a summary of biological networks.

Introduction.- Background.- Clustering PPI Networks.- Functional Summarization.- Multi-faceted Functional Decomposition.- Differential Functional Summarization.- The Road Ahead.

Erscheinungsdatum	05.03.2022
Reihe/Serie	Computational Biology
Zusatzinfo	XV, 146 p. 54 illus., 31 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	2584 g
Themenwelt	Informatik ► Datenbanken ► Data Warehouse / Data Mining
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Informatik ► Weitere Themen ► Bioinformatik
	Naturwissenschaften ► Biologie
Schlagworte	algorithms • Attributed networks • Biological Networks • Complex Systems • Differential summary • Experimental evaluations • Functional summary • Information Overload • Multi-faceted decomposition • Network Analytics • network clustering • PPI networks • protein-protein interaction
ISBN-10	3-319-85438-0 / 3319854380
ISBN-13	978-3-319-85438-0 / 9783319854380
Zustand	Neuware