http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
1 online resource (xix, 285 pages) : illustrations
Mathematical Background -- Probability and Learning from a Bayesian Perspective -- Parameter Estimation from Data -- Basic principles -- A simple die example -- Mixture Models and the Expectation Maximization Algorithm -- Graphical Models -- Bayesian networks -- Belief propagation -- Learning directed graphical models from data -- Classification -- Clustering -- Power-Law Distributions -- Scale-free properties (80/20 rule) -- Applications to Languages: Zipf's and Heaps' Laws -- Origin of power-law distributions and Fermi's model -- Basic WWW Technologies -- Web Documents -- SGML and HTML -- General structure of an HTML document -- Links -- Resource Identifiers: URI, URL, and URN -- Protocols -- Reference models and TCP/IP -- The domain name system -- The Hypertext Transfer Protocol -- Programming examples -- Log Files -- Search Engines -- Coverage -- Basic crawling -- Web Graphs -- Internet and Web Graphs -- Power-law size -- Power-law connectivity -- Small-world networks -- Power law of PageRank -- The bow-tie structure -- Generative Models for the Web Graph and Other Networks -- Web page growth -- Lattice perturbation models: between order and disorder -- Preferential attachment models, or the rich get richer -- Copy models -- PageRank models -- Applications -- Distributed search algorithms -- Subgraph patterns and communities -- Robustness and vulnerability -- Notes and Additional Technical References -- Text Analysis -- Indexing -- Compression techniques -- Lexical Processing -- Tokenization.
Pierre Baldi, Paolo Frasconi, Padhraic Smyth.
Electronic reproduction. [Place of publication not identified] : HathiTrust Digital Library, 2010. MiAaHDL
Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002. http://purl.oclc.org/DLF/benchrepro0212 MiAaHDL
digitized 2010 HathiTrust Digital Library committed to preserve pda MiAaHDL
Includes bibliographical references (pages 257-275) and index.
Chichester, England ; Hoboken, NJ : Wiley, ©2003