Summarizing Biological Networks
Seiten
2017
|
1st ed. 2017
Springer International Publishing (Verlag)
978-3-319-54620-9 (ISBN)
Springer International Publishing (Verlag)
978-3-319-54620-9 (ISBN)
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.
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 | 04.05.2017 |
---|---|
Reihe/Serie | Computational Biology |
Zusatzinfo | XV, 146 p. 54 illus., 31 illus. in color. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 155 x 235 mm |
Gewicht | 415 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 • Computational Biology/Bioinformatics • Computer Science • Data Mining • data mining and knowledge discovery • Differential summary • Experimental evaluations • Expert systems / knowledge-based systems • Functional summary • Information Overload • Information technology: general issues • Life sciences: general issues • Multi-faceted decomposition • Network Analytics • network clustering • PPI networks • protein-protein interaction • systems biology |
ISBN-10 | 3-319-54620-1 / 3319546201 |
ISBN-13 | 978-3-319-54620-9 / 9783319546209 |
Zustand | Neuware |
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