Kernel Based Algorithms For Mining Huge Data Sets

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Kernel Based Algorithms For Mining Huge Data Sets

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Author : Te-Ming Huang
language : en
Publisher: Springer Science & Business Media
Release Date : 2006-03-02

Kernel Based Algorithms For Mining Huge Data Sets written by Te-Ming Huang and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-03-02 with Computers categories.

This is the first book treating the fields of supervised, semi-supervised and unsupervised machine learning collectively. The book presents both the theory and the algorithms for mining huge data sets using support vector machines (SVMs) in an iterative way. It demonstrates how kernel based SVMs can be used for dimensionality reduction and shows the similarities and differences between the two most popular unsupervised techniques.

Advances In Web Intelligence And Data Mining

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Author : Mark Last
language : en
Publisher:
Release Date : 2006-05-23

Advances In Web Intelligence And Data Mining written by Mark Last and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-05-23 with Computers categories.

Today, in the middle of the ?rst decade of the 21st century, the Internet has become a major communication medium, where virtually any kind of content can be transferred instantly and reliably between individual users and entire - ganizations located in any part of the globe. The World Wide Web (WWW) has a tremendous e?ect on our daily activities at work and at home. Consequently, more e?ective and e?cient methods and technologies are needed to make the most of the Web’s nearly unlimited potential. The new Web-related research directions include intelligent methods usually associated with the ?elds of c- putational intelligence, soft computing, and data mining. AWIC, the “Atlantic Web Intelligence Conferences” continue to be a forum for exchange of new ideas and novel practical solutions in this new and exciting area. The conference was born as an initiative of the WIC-Poland and the WIC- Spain Research Centers, both belonging to the Web Intelligence Consortium – WIC (http://wi-consortium.org/). Prior to this year, three AWIC conferences have been held: in Madrid, Spain (2003), in Cancun, Mexico (2004), and in L ́ od ́ z, Poland (2005). AWIC 2006 took place in Beer-Sheva, Israel during June 5–7, 2006, organized locally by Ben-Gurion University of the Negev. The book presents state-of-the-art developments in the ?eld of computati- ally intelligent methods applied to various aspects and ways of Web exploration.

Parallel And Distributed Logic Programming

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Author : Alakananda Bhattacharya
language : en
Publisher:
Release Date : 2006-07-07

Parallel And Distributed Logic Programming written by Alakananda Bhattacharya and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-07-07 with Computers categories.

The book Parallel and Distributed Logic Programming provides a clear introduction to parallel and distributed approach to logic programming. It examines the existing models of distributed logic programming, analyses the pros and cons of these models, and proposes an alternative framework for distributed logic programming using extended Petri nets. The hardwired realization of the Petri net based framework is presented in detail. Principles of mapping of a logic program on to the proposed framework are also outlined. Finally, the book attempts to explore the scope of Petri net models in designing deductive database machines of the next generation.

Gene Expression Programming

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Author : Candida Ferreira
language : en
Publisher: Studies in Computational Intelligence
Release Date : 2006-05-24

Gene Expression Programming written by Candida Ferreira and has been published by Studies in Computational Intelligence this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-05-24 with Computers categories.

Cândida Ferreira thoroughly describes the basic ideas of gene expression programming (GEP) and numerous modifications to this powerful new algorithm. This monograph provides all the implementation details of GEP so that anyone with elementary programming skills will be able to implement it themselves. The book also includes a self-contained introduction to this new exciting field of computational intelligence, including several new algorithms for decision tree induction, data mining, classifier systems, function finding, polynomial induction, times series prediction, evolution of linking functions, automatically defined functions, parameter optimization, logic synthesis, combinatorial optimization, and complete neural network induction. The book also discusses some important and controversial evolutionary topics that might be refreshing to both evolutionary computer scientists and biologists. This second edition has been substantially revised and extended with five new chapters, including a new chapter describing two new algorithms for inducing decision trees with nominal and numeric/mixed attributes. Cândida Ferreira thoroughly describes the basic ideas of gene expression programming (GEP) and numerous modifications to this powerful new algorithm. This monograph provides all the implementation details of GEP so that anyone with elementary programming skills will be able to implement it themselves. The book also includes a self-contained introduction to this new exciting field of computational intelligence, including several new algorithms for decision tree induction, data mining, classifier systems, function finding, polynomial induction, times series prediction, evolution of linking functions, automatically defined functions, parameter optimization, logic synthesis, combinatorial optimization, and complete neural network induction. The book also discusses some important and controversial evolutionary topics that might be refreshing to both evolutionary computer scientists and biologists. This second edition has been substantially revised and extended with five new chapters, including a new chapter describing two new algorithms for inducing decision trees with nominal and numeric/mixed attributes.

Advances In Verification Of Time Petri Nets And Timed Automata

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Author : Wojciech Penczek
language : en
Publisher: Studies in Computational Intelligence
Release Date : 2006-06-26

Advances In Verification Of Time Petri Nets And Timed Automata written by Wojciech Penczek and has been published by Studies in Computational Intelligence this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-06-26 with Computers categories.

This monograph presents a comprehensive introduction to timed automata (TA) and time Petri nets (TPNs) which belong to the most widely used models of real-time systems. Some of the existing methods of translating time Petri nets to timed automata are presented, with a focus on the translations that correspond to the semantics of time Petri nets, associating clocks with various components of the nets. "Advances in Verification of Time Petri Nets and Timed Automata – A Temporal Logic Approach" introduces timed and untimed temporal specification languages and gives model abstraction methods based on state class approaches for TPNs and on partition refinement for TA. Moreover, the monograph presents a recent progress in the development of two model checking methods, based on either exploiting abstract state spaces or on application of SAT-based symbolic techniques. The book addresses research scientists as well as graduate and PhD students in computer science, logics, and engineering of real time systems.

Parallel Evolutionary Computations

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Author : Nadia Nedjah
language : en
Publisher: Studies in Computational Intelligence
Release Date : 2006-05-08

Parallel Evolutionary Computations written by Nadia Nedjah and has been published by Studies in Computational Intelligence this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-05-08 with Computers categories.

"Parallel Evolutionary Computation" focuses on the aspects related to the parallelization of evolutionary computations, such as parallel genetic operators, parallel fitness evaluation, distributed genetic algorithms, and parallel hardware implementations, as well as on their impact on several applications. The book is divided into four parts. The first part deals with a clear software-like and algorithmic vision on parallel evolutionary optimizations. The second part is about hardware implementations of genetic algorithms, a valuable topic which is hard to find in the present literature. The third part treats the problem of distributed evolutionary computation and presents three interesting applications wherein parallel EC new ideas are featured. Finally, the last part deals with the up-to-date field of parallel particle swarm optimization to illustrate the intrinsic similarities and potential extensions to techniques in this domain. The book offers a wide spectrum of sample works developed in leading research throughout the world about parallel implementations of efficient techniques at the heart of computational intelligence. It will be useful both for beginners and experienced researchers in the field of computational intelligence.

Intelligent Paradigms For Assistive And Preventive Healthcare

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Author : Ajita Ichalkaranje
language : en
Publisher:
Release Date : 2006-04-20

Intelligent Paradigms For Assistive And Preventive Healthcare written by Ajita Ichalkaranje and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-04-20 with Computers categories.

Intelligent paradigms play a tremendous role in the field of Assistive and Preventive Healthcare (APH). This book presents some of the latest research in the field of APH by most prestigious researchers. Coverage includes Multimedia medical informatics; Virtual reality; Digital talking books; Electronic Locomotion Aids, and Multimedia Communication Systems for the Blind; Information Technology for the Deaf.

Machine Learning And Data Mining Via Mathematical Programming Based Support Vector Machines

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Author : Glenn Fung
language : en
Publisher:
Release Date : 2003

Machine Learning And Data Mining Via Mathematical Programming Based Support Vector Machines written by Glenn Fung and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with categories.

Proceedings Of The Siam International Conference On Data Mining

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Author :
language : en
Publisher:
Release Date : 2005

Proceedings Of The Siam International Conference On Data Mining written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Data mining categories.

Smart Engineering System Design

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Author : Cihan H. Dagli
language : en
Publisher: American Society of Mechanical Engineers
Release Date : 2005

Smart Engineering System Design written by Cihan H. Dagli and has been published by American Society of Mechanical Engineers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Computers categories.

The newest volume in this series presents refereed papers in the following categories and their applications in the engineering domain: Neural Networks; Complex Networks; Evolutionary Programming; Data Mining; Fuzzy Logic; Adaptive Control; Pattern Recognition; Smart Engineering System Design. These papers are intended to provide a forum for researchers in the field to exchange ideas on smart engineering system design.