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Structure in Complex Networks

Springer Berlin,
Buch
53,45 € Lieferbar in 5-7 Tagen
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This research monograph introduces the reader to two specific aspects-- clustering techniques and dimensionality reduction--in the context of complex network analysis.

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Titel: Structure in Complex Networks
Autoren/Herausgeber: Jörg Reichardt
Aus der Reihe: Lecture Notes in Physics
Ausgabe: Softcover reprint of hardcover 1st ed. 2009

ISBN/EAN: 9783642099656

Seitenzahl: 151
Format: 23,5 x 15,5 cm
Produktform: Taschenbuch/Softcover
Gewicht: 266 g
Sprache: Englisch

In the modern world of gigantic datasets, which scientists and practioners of all fields of learning are confronted with, the availability of robust, scalable and easy-to-use methods for pattern recognition and data mining are of paramount importance, so as to be able to cope with the avalanche of data in a meaningful way. This concise and pedagogical research monograph introduces the reader to two specific aspects - clustering techniques and dimensionality reduction - in the context of complex network analysis. The first chapter provides a short introduction into relevant graph theoretical notation; chapter 2 then reviews and compares a number of cluster definitions from different fields of science. In the subsequent chapters, a first-principles approach to graph clustering in complex networks is developed using methods from statistical physics and the reader will learn, that even today, this field significantly contributes to the understanding and resolution of the related statistical inference issues. Finally, an application chapter examines real-world networks from the economic realm to show how the network clustering process can be used to deal with large, sparse datasets where conventional analyses fail.

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