Statistical and Machine Learning Approaches for Network Analysis
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- 114٫99 US$
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- 114٫99 US$
وصف الناشر
Explore the multidisciplinary nature of complex networks through machine learning techniques
Statistical and Machine Learning Approaches for Network Analysis provides an accessible framework for structurally analyzing graphs by bringing together known and novel approaches on graph classes and graph measures for classification. By providing different approaches based on experimental data, the book uniquely sets itself apart from the current literature by exploring the application of machine learning techniques to various types of complex networks.
Comprised of chapters written by internationally renowned researchers in the field of interdisciplinary network theory, the book presents current and classical methods to analyze networks statistically. Methods from machine learning, data mining, and information theory are strongly emphasized throughout. Real data sets are used to showcase the discussed methods and topics, which include:
A survey of computational approaches to reconstruct and partition biological networks An introduction to complex networks—measures, statistical properties, and models Modeling for evolving biological networks The structure of an evolving random bipartite graph Density-based enumeration in structured data Hyponym extraction employing a weighted graph kernel
Statistical and Machine Learning Approaches for Network Analysis is an excellent supplemental text for graduate-level, cross-disciplinary courses in applied discrete mathematics, bioinformatics, pattern recognition, and computer science. The book is also a valuable reference for researchers and practitioners in the fields of applied discrete mathematics, machine learning, data mining, and biostatistics.
PUBLISHERS WEEKLY
Fresh colors and amiable animals invite readers into this whimsical book, which is based on L. Leslie Brooke's 1903 Johnny Crow's Garden. Here, all the action takes place in Lulu Crow's garden, represented by a structured background of violet-blue sky, soft-green hedge and honeydew-colored lawn. The story begins with Lulu Crow planting flowers and vegetables, then becomes a parade of Lulu's unusual acquaintances, among them Crane, Beaver and Goat. The text is comprised of near non sequiturs ("the Mouse/ Built a House,/ Where the Cat sat on a Mat/ In Lulu Crow's Garden"). The characters accept each new development with stuffed-animal serenity, their moods seldom shifting. At the conclusion, all 13 friends sit down "in one big Row," where readers can name and count them. Boyd (What Would You Do if You Lived at the Zoo?) meets the playfulness of the rhyme with deceptively childlike gouaches; her images are in fact highly organized. The animals and greenery have wavy, organic shapes, but solid layers of paint give the art an almost stenciled look. A sunny mood, befitting the summertime setting, suffuses the proceedings from start to finish. Ages 2-6.
