This book covers the most important aspects of the web using modern mathematical and probabilistic treatment. It focuses on the information and application layers, as well as some of the emerging properties of the Internet and looks at new topics such as web graphics and highlights recent work from experts in the field of networks such as Kleinberg, Leskovec, Faloutsos and Newman. Provides new material on link analysis, LDA and non parametric Bayesian methods and features a new section on topic modelling applied to large-scale software data.

Modeling the Internet and the Web: Probabilistic Methods and Algorithms (Wiley Series on Methods and Applications in Data Mining)

Computers & Technology

Baldi, Pierre

Frasconi, Paolo

Smyth, Padhraic

Networking & Cloud Computing

wiley

Modeling the Internet and the Web covers the most important aspects of modeling the Web using a modern mathematical and probabilistic treatment. It focuses on the information and application layers, as well as some of the emerging properties of the Internet. 
 Provides a comprehensive introduction to the modeling of the Internet and the Web at the information level. Takes a modern approach based on mathematical, probabilistic, and graphical modeling. Provides an integrated presentation of theory, examples, exercises and applications. Covers key topics such as text analysis, link analysis, crawling techniques, human behaviour, and commerce on the Web. Interdisciplinary in nature, Modeling the Internet and the Web will be of interest to students and researchers from a variety of disciplines including computer science, machine learning, engineering, statistics, economics, business, and the social sciences. "This book is fascinating!" - David Hand (Imperial College, UK) "This book provides an extremely useful introduction to the intellectually stimulating problems of data mining electronic business." - Andreas S. Weigend (Chief Scientist, Amazon.com)

Modeling the Internet and the Web: Probabilistic Methods and Algorithms

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