Summarizing Biological Networks
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Beschreibung
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.
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.
Covers fundamental concepts in biological networks to help readers establish a solid knowledge foundation Treats both theoretical and experimental aspects of various algorithms for biological network summarization Explains various complex techniques through relevant examples Introduces readers to key open research problems in this burgeoning field Includes supplementary material: sn.pub/extras
Autor*in
Sourav S. Bhowmick
Themen in »Summarizing Biological Networks«
Biological networks Complex systems Protein-protein interaction Information overload Network analytics Functional summary Network clustering Attributed networks Algorithms Experimental evaluations Differential summary Multi-faceted decomposition PPI networks