Mathematical Tools for Data Mining: Set Theory, Partial Orders, Combinatorics

clock September 17, 2008 23:04 by author JLC

Author(s) : Dan A. Simovici, Chabane Djeraba
Publisher : Springer; 1 edition
Date        : 2008
Pages      : 628
Format     : PDF
ISBN        : 1848002009

The maturing of the field of data mining has brought about an increased level of mathematical sophistication. Such disciplines like topology, combinatorics, partially ordered sets and their associated algebraic structures (lattices and Boolean algebras), and metric spaces are increasingly applied in data mining research. This book presents these mathematical foundations of data mining integrated with applications to provide the reader with a comprehensive reference.

Mathematics is presented in a thorough and rigorous manner offering a detailed explanation of each topic, with applications to data mining such as frequent item sets, clustering, decision trees also being discussed. More than 400 exercises are included and they form an integral part of the material. Some of the exercises are in reality supplemental material and their solutions are included. The reader is assumed to have a knowledge of elementary analysis.

Features and topics:
     * Study of functions and relations
     * Applications are provided throughout
     * Presents graphs and hypergraphs
     * Covers partially ordered sets, lattices and Boolean algebras
     * Finite partially ordered sets
     * Focuses on metric spaces
     * Includes combinatorics
     * Discusses the theory of the Vapnik-Chervonenkis dimension of collections of sets

This wide-ranging, thoroughly detailed volume is self-contained and intended for researchers and graduate students, and will prove an invaluable reference tool.

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A Beautiful Mind

clock September 17, 2008 22:58 by author JLC

Author(s) : Sylvia Nasar
Publisher : Touchstone
Date       : 2001
Pages     : 939
Format    : PDF
ISBN       : 0743224574

Stories of famously eccentric Princetonians abound--such as that of chemist Hubert Alyea, the model for The Absent-Minded Professor, or Ralph Nader, said to have had his own key to the library as an undergraduate. Or the "Phantom of Fine Hall," a figure many students had seen shuffling around the corridors of the math and physics building wearing purple sneakers and writing numerology treatises on the blackboards. The Phantom was John Nash, one of the most brilliant mathematicians of his generation, who had spiraled into schizophrenia in the 1950s. His most important work had been in game theory, which by the 1980s was underpinning a large part of economics. When the Nobel Prize committee began debating a prize for game theory, Nash's name inevitably came up--only to be dismissed, since the prize clearly could not go to a madman. But in 1994 Nash, in remission from schizophrenia, shared the Nobel Prize in economics for work done some 45 years previously.

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