MINING VERY LARGE DATABASES WITH PARALLEL PROCESSING
|
|
- Tyler Miller
- 5 years ago
- Views:
Transcription
1 MINING VERY LARGE DATABASES WITH PARALLEL PROCESSING
2 The Kluwer International Series on ADVANCES IN DATABASE SYSTEMS Series Editor Ahmed K. Elmagarmid Purdue University West Lafayette, IN Other books in the Series: DATABASE CONCURRENCY CONTROL: Methods, Performance, and Analysis by Alexander Thomasian ISBN: X TIME-CONSTRAINED TRANSACTION MANAGEMENT Real-Time Constraints in Database Transaction Systems by Nandit R. Soparkar, Henry F. Korth, Abraham Silberschatz ISBN: SEARCHING MULTIMEDIA DATABASES BY CONTENT by Christos Faloutsos ISBN: REPLICATION TECHNIQUES IN DISTRIBUTED SYSTEMS by Abdelsalam A. Helal, Abdelsalam A. Heddaya, Bharat B. Bhargava ISBN: VIDEO DATABASE SYSTEMS: Issues, Products, and Applications by Ahmed K. Elmagarmid, Haitao Jiang, Abdelsalam A. Helal, Anupam Joshi, Magdy Ahmed ISBN: DATABASE ISSUES IN GEOGRAPHIC INFORMATION SYSTEMS by Nabil R. Adam and Aryya Gangopadhyay ISBN: INDEX DATA STRUCTURES IN OBJECT-ORIENTED DATABASES by Thomas A. Mueck and Martin L. Polaschek ISBN: INDEXING TECHNIQUES FOR ADVANCED DATABASE SYSTEMS by Elisa Bertino, Beng Chin Ooi, Ron Sacks-Davis, Kian-Lee Tan, Justin Zobel, Boris Shidlovsky and Barbara Catania ISBN:
3 MINING VERY LARGE DATABASES WITH PARALLEL PROCESSING by Alex A. Freitas University of Essex Colchester, United Kingdom and Simon H. Lavington University of Essex Colchester, United Kingdom SPRINGER SCIENCE+BUSINESS MEDIA, LLC
4 Library of Congress Cataloging.in.Publication Data Freitas, Alex A., Mining very large databases with parallel processing / by Alex A. Freitas and Simon H. Lavington. p. cm. -- (The Kluwer international series on advances in database systems) Includes bibliographical references and index. ISBN ISBN (ebook) DOI / Database management. 2. Data mining. 3. Transaction systems (Computer systems) 4. Parallel processing (Electronic computers) I. Lavington, S. H. (Simon Hugh), II. Title. III. Series. QA76.9.D3F dc CIP Copyright by Springer Science+Business Media New York Origina1ly published by Kluwer Academic Publishers in 2000 Softcover reprint of the hardcover 1 st edition 2000 AII rights reserved. No part of this publication may be reproduced, stored in a retrieval system or transmitted in any form or by any means, mechanical, photocopying, recording, or otherwise, without the prior written permission of the publisher, Springer Science+Business Media, LLC. Printed an acid-free paper.
5 This book is dedicated to all the people who believe that learning is not only one of the most necessary but also one of the noblest human activities.
6 CONTENTS. PREFACE... xi ACKNOWLEDGMENTS... xiii INTRODUCTION... 1 The Motivation for Data Mining and Knowledge Discovery... 1 The Inter-disciplinary Nature of Knowledge Discovery in Databases (KDD)... 2 The Challenge of Efficient Knowledge Discovery in Large Databases and Data Warehouses... 3 Organization of the Book... 4 Part I KNOWLEDGE DISCOVERY AND DATA MINING KNOWLEDGE DISCOVERY TASKS Discovery of Association Rules Classification Other KDD Tasks KNOWLEDGE DISCOVERY PARADIGMS Rule Induction (RI) Instance-Based Learning (IBL) Neural Networks (NN) Genetic Algorithms (GA) On-Line Analytical Processing (OLAP) Focus on Rule Induction THE KNOWLEDGE DISCOVERY PROCESS An Overview of the Knowledge Discovery Process Data Warehouse (DW) Attribute Selection Discretization Rule-Set Refinement DATA MINING Decision-Tree Building Overfitting Data-Mining-Algorithm Bias Improved Representation Languages Integrated Data Mining Architectures... 49
7 viii 5 DATA MINING TOOLS Clementine Darwin MineSet Intelligent Miner Decision-Tree-Building Tools Part II PARALLEL DATABASE SYSTEMS BASIC CONCEPTS ON PARALLEL PROCESSING Temporal and Spatial Parallelism Granularity, Level and Degree of Parallelism Shared and Distributed Memory Evaluating the Performance of a Parallel System Communication Overhead Load Balancing Approaches for Exploiting Parallelism DATA PARALLELISM, CONTROL PARALLELISM AND RELATED ISSUES Data Parallelism and Control Parallelism Easy of Use and Automatic Paralle1ization Machine-Architecture Independence Scalability Data Partitioning Data Placement (Declustering) PARALLEL DATABASE SERVERS Architectures of Parallel Database Servers From the Teradata DBC 1012 to the NCR WorldMark ICL Goldrush Running Oracle Parallel Server IBM SP2 Running DB2 Parallel Edition (DB2-PE) Monet PartIII PARALLEL DATA MINING APPROACHES TO SPEED UP DATA MINING Overview of Approaches to Speed up Data Mining Discretization Attribute Selection Sampling and Related Approaches Fast Algorithms Distributed Data Mining Parallel Data Mining Discussion
8 ix 10 PARALLEL DATA MINING WITHOUT DBMS FACILITIES Parallel Rule Induction Parallel Decision-Tree Building Parallel Instance-Based Learning Parallel Genetic Algorithms O.S Parallel Neural Networks Discussion PARALLEL DATA MINING WITH DATABASE FACILITIES An Overview ofintegrated Data MininglData Warehouse Frameworks The Case for Integrating Data Mining and the Data Warehouse Server-Based KDD Systems... lsi 11.4 Hybrid Client/Server-Based KDD Systems... IS Generic, Set-Oriented Primitives for the Hybrid Client/Server-Based KDD Framework... IS A Generic, Set-Oriented Primitive for Candidate-Rule (CR) Evaluation in Rule Induction A Generic, Set-Oriented Primitive for Computing Distance Metrics in Instance-Based Learning Parallel Data Mining with Specialized-Hardware Parallel Database Servers SUMMARY AND SOME OPEN PROBLEMS Data-Parallel vs. Control-Parallel Data Mining Client/Server Frameworks for Parallel Data Mining Open Problems REFERENCES INDEX
9 PREFACE. This book addresses the problem of large-scale data mining. It is an interdisciplinary text, describing advances in the integration of three computer science areas, namely: "intelligent" (machine learning-based) data mining techniques; relational databases and parallel processing. The basic idea is to use concepts and techniques of the latter two areas - particularly parallel processing - to speed up and scale up data mining algorithms. The book is divided into three parts. The first part presents a comprehensive review of intelligent data mining techniques such as rule induction, instance-based learning, neural networks and genetic algorithms. Likewise, the second part presents a comprehensive review of parallel processing and parallel databases. Each of these parts includes an overview of commercially-available, state-of-the-art tools. The third part deals with the application of parallel processing to data mining. The emphasis is on finding generic, cost-effective solutions for realistic data volumes. Two parallel computational environments are discussed, firstly excluding the use of commercialstrength DBMS, and then using parallel DBMS servers. It is assumed that the reader has a knowledge roughly equivalent to a first degree (B.Sc.) in accurate sciences, so that (s)he is reasonably familiar with basic concepts of statistics and computer science. The primary audience for this book is industry data miners and practitioners in general, who would like to apply intelligent data mining techniques to large amounts of data. The book will also be of interest to academic researchers and post-graduate students, particularly database researchers interested in advanced, intelligent database applications and artificial intelligence researchers interested in industrial, real-world applications of machine learning.
10 ACKNOWLEDGMENTS. Since we started to work on data mining we have had the help of several good people. We are grateful to all of them, for their support. In particular, we would like to express our thanks to the following people: To Dominicus R. Thoen and Neil EJ. Dewhurst, for their help in some data mining experiments and for their support in general. To Paul Scott, for interesting discussions about data mining and machine learning. To Steve Hassan, for his help in using the White Cross WX90lO parallel database server. To Foster Provost, Richard Kufrin, and Sarabjot Anand, for interesting discussions about parallel data mining and for their encouragement. During the project that led to the writing up of this book, the first author was financially supported by a grant from the Brazilian government's National Council of Scientific and Technological Development (CNPq), process number /93-7.
PARALLEL, OBJECT -ORIENTED, AND ACTIVE KNOWLEDGE BASE SYSTEMS
PARALLEL, OBJECT -ORIENTED, AND ACTIVE KNOWLEDGE BASE SYSTEMS The Kluwer International Series on ADVANCES IN DATABASE SYSTEMS Series Editor Ahmed K. Elmagarmid Purdue University West Lafayette, IN 47907
More informationTIME-CONSTRAINED TRANSACTION MANAGEMENT. Real-Time Constraints in Database Transaction Systems
TIME-CONSTRAINED TRANSACTION MANAGEMENT Real-Time Constraints in Database Transaction Systems The Kluwer International Series on ADV ANCES IN DATABASE SYSTEMS Other books in the Series: Series Editor Ahmed
More informationINTERCONNECTING HETEROGENEOUS INFORMATION SYSTEMS
INTERCONNECTING HETEROGENEOUS INFORMATION SYSTEMS The Kluwer International Series on ADVANCES IN DATABASE SYSTEMS Series Editor Ahmed K. Elmagarmid Purdue University West Lafayette, IN 47907 Other books
More informationFUZZY LOGIC IN DATA MODELING. Semantics, Constraints, and Database Design
FUZZY LOGIC IN DATA MODELING Semantics, Constraints, and Database Design The Kluwer International Series on ADVANCES IN DATABASE SYSTEMS Series Editor Ahmed K. Elmagarmid Purdue University West Lafayette,
More informationARCHITECTURE AND CAD FOR DEEP-SUBMICRON FPGAs
ARCHITECTURE AND CAD FOR DEEP-SUBMICRON FPGAs THE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE ARCHITECTURE AND CAD FOR DEEP-SUBMICRON FPGAs Vaughn Betz Jonathan Rose Alexander Marquardt
More informationMULTIMEDIA DATABASE MANAGEMENT SYSTEMS
MULTIMEDIA DATABASE MANAGEMENT SYSTEMS THE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE MULTIMEDIA SYSTEMS AND APPLICATIONS Recently Published Titles: Consulting Editor Borko Furht Florida
More informationTHE VERILOG? HARDWARE DESCRIPTION LANGUAGE
THE VERILOG? HARDWARE DESCRIPTION LANGUAGE THE VERILOGf HARDWARE DESCRIPTION LANGUAGE by Donald E. Thomas Carnegie Mellon University and Philip R. Moorby Cadence Design Systems, Inc. SPRINGER SCIENCE+BUSINESS
More informationWIRELESS ATM AND AD-HOC NETWORKS. Protocols and Architectures
WIRELESS ATM AND AD-HOC NETWORKS Protocols and Architectures WIRELESS ATM AND AD-HOC NETWORKS Protocols and Architectures C-K Toh, Ph.D. University of Cambridge Cambridge, United Kingdom SPRINGER-SCIENCE+BUSINESS
More informationEnergy Efficient Microprocessor Design
Energy Efficient Microprocessor Design Energy Efficient Microprocessor Design by Thomas D. Burd Robert W. Brodersen with Contributions Irom Trevor Pering Anthony Stratakos Berkeley Wireless Research Center
More informationReplication Techniques in Distributed Systems
Replication Techniques in Distributed Systems The Kluwer International Series on ADVANCES IN DATABASE SYSTEMS Other books in the Series: Series Editor Ahmed K. Elmagarmid Purdue University West Lafayette,
More informationPERFORMANCE ANALYSIS OF REAL-TIME EMBEDDED SOFTWARE
PERFORMANCE ANALYSIS OF REAL-TIME EMBEDDED SOFTWARE PERFORMANCE ANALYSIS OF REAL-TIME EMBEDDED SOFTWARE Yau-Tsun Steven Li Monterey Design Systems, Inc. Sharad Malik Princeton University ~. " SPRINGER
More informationCOMMUNICATION SYSTEMS The State of the Art
COMMUNICATION SYSTEMS The State of the Art IFIP The International Federation for Information Processing lfip was founded in 1960 under the auspices of UNESCO, following the First World Computer Congress
More informationLoop Tiling for Parallelism
Loop Tiling for Parallelism THE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE LOOP TILING FOR PARALLELISM JINGLING XUE School of Computer Science and Engineering The University of New
More informationFundamentals of Operating Systems. Fifth Edition
Fundamentals of Operating Systems Fifth Edition Fundamentals of Operating Systems A.M. Lister University of Queensland R. D. Eager University of Kent at Canterbury Fifth Edition Springer Science+Business
More informationINVERSE PROBLEMS IN GROUNDWATER MODELING
INVERSE PROBLEMS IN GROUNDWATER MODELING Theory and Applications of Transport in Porous Media Series Editor: Jacob Bear, Technion - Israel Institute of Technology, Haifa, Israel Volume 6 The titles published
More informationLEGITIMATE APPLICATIONS OF PEER-TO-PEER NETWORKS DINESH C. VERMA IBM T. J. Watson Research Center A JOHN WILEY & SONS, INC., PUBLICATION
LEGITIMATE APPLICATIONS OF PEER-TO-PEER NETWORKS DINESH C. VERMA IBM T. J. Watson Research Center A JOHN WILEY & SONS, INC., PUBLICATION LEGITIMATE APPLICATIONS OF PEER-TO-PEER NETWORKS LEGITIMATE APPLICATIONS
More information9. Conclusions. 9.1 Definition KDD
9. Conclusions Contents of this Chapter 9.1 Course review 9.2 State-of-the-art in KDD 9.3 KDD challenges SFU, CMPT 740, 03-3, Martin Ester 419 9.1 Definition KDD [Fayyad, Piatetsky-Shapiro & Smyth 96]
More informationINTRUSION DETECTION IN DISTRIBUTED SYSTEMS An Abstraction-Based Approach
INTRUSION DETECTION IN DISTRIBUTED SYSTEMS An Abstraction-Based Approach Library of Congress Cataloging-in-Publication ISBN 978-1-4613-5091-0 ISBN 978-1-4615-0467-2 (ebook) DOI 10.1007/978-1-4615-0467-2
More informationParallelism in Knowledge Discovery Techniques
Parallelism in Knowledge Discovery Techniques Domenico Talia DEIS, Università della Calabria, Via P. Bucci, 41c 87036 Rende, Italy talia@deis.unical.it Abstract. Knowledge discovery in databases or data
More informationTopological Structure and Analysis of Interconnection Networks
Topological Structure and Analysis of Interconnection Networks Network Theory and Applications Volume 7 Managing Editors: Ding-Zhu Du, University of Minnesota, U.S.A. and Cauligi Raghavendra, University
More informationINFORMATION RETRIEVAL SYSTEMS: Theory and Implementation
INFORMATION RETRIEVAL SYSTEMS: Theory and Implementation THE KLUWER INTERNATIONAL SERIES ON INFORMATION RETRIEVAL Series Editor W. Bruce Croft University of Massachusetts Amherst, MA 01003 Also in the
More informationTASK SCHEDULING FOR PARALLEL SYSTEMS
TASK SCHEDULING FOR PARALLEL SYSTEMS Oliver Sinnen Department of Electrical and Computer Engineering The University of Aukland New Zealand TASK SCHEDULING FOR PARALLEL SYSTEMS TASK SCHEDULING FOR PARALLEL
More informationCOMPUTATIONAL DYNAMICS
COMPUTATIONAL DYNAMICS THIRD EDITION AHMED A. SHABANA Richard and Loan Hill Professor of Engineering University of Illinois at Chicago A John Wiley and Sons, Ltd., Publication COMPUTATIONAL DYNAMICS COMPUTATIONAL
More informationVideo Traces for Network Performance Evaluation
Video Traces for Network Performance Evaluation A Comprehensive Overview and Guide on Video Traces and Their Utilization in Networking Research by PATRICK SEELING Arizona State University, AZ, U.S.A. FRANK
More informationLEGITIMATE APPLICATIONS OF PEER-TO-PEER NETWORKS
LEGITIMATE APPLICATIONS OF PEER-TO-PEER NETWORKS DINESH C. VERMA IBM T. J. Watson Research Center A JOHN WILEY & SONS, INC., PUBLICATION LEGITIMATE APPLICATIONS OF PEER-TO-PEER NETWORKS LEGITIMATE APPLICATIONS
More informationRETARGETABLE CODE GENERATION FOR DIGITAL SIGNAL PROCESSORS
RETARGETABLE CODE GENERATION FOR DIGITAL SIGNAL PROCESSORS RETARGETABLE CODE GENERATION FOR DIGITAL SIGNAL PROCESSORS Rainer LEUPERS University of Dortmund Department of Computer Science Dortmund, Germany
More informationSPECC: SPECIFICATION LANGUAGE AND METHODOLOGY
SPECC: SPECIFICATION LANGUAGE AND METHODOLOGY SPECC: SPECIFICATION LANGUAGE AND METHODOLOGY Daniel D. Gajski Jianwen Zhu Rainer Dömer Andreas Gerstlauer Shuqing Zhao University of California, Irvine SPRINGER
More informationGroupware and the World Wide Web
Groupware and the World Wide Web Edited by Richard Bentley, Uwe Busbach, David Kerr & Klaas Sikkel German National Research Center for Information Technology, Institutefor Applied Information Technology
More informationPARALLEL ARCHITECTURES AND PARALLEL ALGORITHMS FOR INTEGRATED VISION SYSTEMS
PARALLEL ARCHITECTURES AND PARALLEL ALGORITHMS FOR INTEGRATED VISION SYSTEMS THE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE ROBOTICS: VISION, MANIPULATION AND SENSORS Consulting Editor:
More informationDISSEMINATING SECURITY UPDATES AT INTERNET SCALE
DISSEMINATING SECURITY UPDATES AT INTERNET SCALE Advances in Information Security Sushil Jajodia Consulting editor Center for Secure Information Systems George Mason University Fairfax, VA 22030-4444 email:
More informationComputing with Memory for Energy-Efficient Robust Systems
Computing with Memory for Energy-Efficient Robust Systems Somnath Paul Swarup Bhunia Computing with Memory for Energy-Efficient Robust Systems 123 Somnath Paul Intel Labs Hillsboro, OR, USA Swarup Bhunia
More informationYves Nievergelt. Wavelets Made Easy. Springer Science+Business Media, LLC
Wavelets Made Easy Yves Nievergelt Wavelets Made Easy Springer Science+Business Media, LLC Yves Nievergelt Department of Mathematics Eastem Washington University Cheney, WA 99004-2431 USA Library of Congress
More informationSoftware Development for SAP R/3
Software Development for SAP R/3 Springer-Verlag Berlin Heidelberg GmbH Ulrich Mende Software Development for SAP R/3 Data Dictionary, ABAP/4, Interfaces With Diskette With 124 Figures and Many Example
More informationGraphics Programming in c++
Graphics Programming in c++ Springer London Berlin Heidelberg New York Barcelona Budapest Hong Kong Milan Paris Santa Clara Singapore Tokyo Mark Walmsley Graphics Programming in c++ Writing Graphics Applications
More informationFunctional Programming in R
Functional Programming in R Advanced Statistical Programming for Data Science, Analysis and Finance Thomas Mailund Functional Programming in R: Advanced Statistical Programming for Data Science, Analysis
More informationHIGH-SPEED COMMUNICATION NETWORKS
HIGH-SPEED COMMUNICATION NETWORKS HIGH-SPEED COMMUNICATION NETWORKS Edited by Harry Perros North Carolina State University Raleigh, North Carolina Springer Science+Busines s Media, LL C Library of Congress
More informationDatabase Replication
Database Replication Synthesis Lectures on Data Management Editor M. Tamer Özsu, University of Waterloo Synthesis Lectures on Data Management is edited by Tamer Özsu of the University of Waterloo. The
More informationAdvanced Data Mining Techniques
Advanced Data Mining Techniques David L. Olson Dursun Delen Advanced Data Mining Techniques Dr. David L. Olson Department of Management Science University of Nebraska Lincoln, NE 68588-0491 USA dolson3@unl.edu
More informationAlgorithm Collections for Digital Signal Processing Applications Using Matlab
Algorithm Collections for Digital Signal Processing Applications Using Matlab Algorithm Collections for Digital Signal Processing Applications Using Matlab E.S. Gopi National Institute of Technology, Tiruchi,
More informationScheduling in Distributed Computing Systems Analysis, Design & Models
Scheduling in Distributed Computing Systems Analysis, Design & Models (A Research Monograph) Scheduling in Distributed Computing Systems Analysis, Design & Models (A Research Monograph) by Deo Prakash
More informationRobust SRAM Designs and Analysis
Robust SRAM Designs and Analysis Jawar Singh Saraju P. Mohanty Dhiraj K. Pradhan Robust SRAM Designs and Analysis 123 Jawar Singh Indian Institute of Information Technology Design and Manufacturing Dumna
More informationTribhuvan University Institute of Science and Technology MODEL QUESTION
MODEL QUESTION 1. Suppose that a data warehouse for Big University consists of four dimensions: student, course, semester, and instructor, and two measures count and avg-grade. When at the lowest conceptual
More informationFractal Surfaces. John C. Russ. Springer Science+Business Media, LLC. North Carolina State University Raleigh, North Carolina
Fractal Surfaces Fractal Surfaces John C. Russ North Carolina State University Raleigh, North Carolina Springer Science+Business Media, LLC Library of Congress Cataloging-in-Publication Data Russ. John
More informationFundamentals of Operating Systems
Fundamentals of Operating Systems Macmillan Computer Science Series Consulting Editor Professor F. H. Sumner, University of Manchester S. T. Allworth, Introduction to Real-time Software Design Ian O. Angell,
More informationStock Message Boards
Stock Message Boards This page intentionally left blank Stock Message Boards A Quantitative Approach to Measuring Investor Sentiment Ying Zhang STOCK MESSAGE BOARDS Copyright Ying Zhang, 2014. Softcover
More informationHeterogeneous Information Exchange and Organizational Hubs
Heterogeneous Information Exchange and Organizational Hubs Heterogeneous Information Exchange and Organizational Hubs edited by H. Bestougeff Professor, University of Marne-fa-Vallee, France J.E. Dubois
More informationTHE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE
THE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE ONTOLOGY LEARNING FOR THE SEMANTIC WEB ONTOLOGY LEARNING FOR THE SEMANTIC WEB by Alexander Maedche University of Karlsruhe, Germany SPRINGER
More informationEnabling Technologies for Wireless E-Business
Enabling Technologies for Wireless E-Business Weidong Kou Yelena Yesha (Eds.) Enabling Technologies for Wireless E-Business With 141 Figures and 15 Tables ABC Editors Weidong Kou Chinese State Key Laboratory
More informationWhitestein Series in software Agent Technologies. About whitestein Technologies
Whitestein Series in software Agent Technologies Series Editors: Marius Walliser Stefan Brantschen Monique Calisti Thomas Hempfling This series reports new developments in agent-based software technologies
More informationADAPTIVE HYPERTEXT AND HYPERMEDIA
ADAPTIVE HYPERTEXT AND HYPERMEDIA ADAPTIVE HYPERTEXT AND HYPERMEDIA Edited by Peter Brusilovsky Carnegie Mellon University Alfred Kobsa GMDFIT German National Research Centre for Information Technology
More informationComputer Science Workbench. Editor: Tosiyasu L. Kunii
Computer Science Workbench Editor: Tosiyasu L. Kunii H. Kitagawa T.L. Kunii The U nnortnalized Relational Data Model F or Office Form Processor Design With 78 Figures Springer-Verlag Tokyo Berlin Heidelberg
More informationExploiting Distributed Resources in Wireless, Mobile and Social Networks Frank H. P. Fitzek and Marcos D. Katz
MOBILE CLOUDS Exploiting Distributed Resources in Wireless, Mobile and Social Networks Frank H. P. Fitzek and Marcos D. Katz MOBILE CLOUDS MOBILE CLOUDS EXPLOITING DISTRIBUTED RESOURCES IN WIRELESS,
More informationFUZZY LOGIC WITH ENGINEERING APPLICATIONS
FUZZY LOGIC WITH ENGINEERING APPLICATIONS Third Edition Timothy J. Ross University of New Mexico, USA A John Wiley and Sons, Ltd., Publication FUZZY LOGIC WITH ENGINEERING APPLICATIONS Third Edition FUZZY
More informationITSM: An Interactive Time Series Modelling Package for the pe
ITSM: An Interactive Time Series Modelling Package for the pe Peter J. Brockwell Richard A. Davis ITSM: An Interactive Time Series Modelling Package for the pe With 53 Illustrations and 3 Diskettes Written
More informationContents. Preface xvii Acknowledgments. CHAPTER 1 Introduction to Parallel Computing 1. CHAPTER 2 Parallel Programming Platforms 11
Preface xvii Acknowledgments xix CHAPTER 1 Introduction to Parallel Computing 1 1.1 Motivating Parallelism 2 1.1.1 The Computational Power Argument from Transistors to FLOPS 2 1.1.2 The Memory/Disk Speed
More informationComputer-Aided Design in Magnetics
Computer-Aided Design in Magnetics D. A. Lowther P. P. Silvester Computer-Aided Design in Magnetics With 84 illustrations Springer-Verlag Berlin Heidelberg New York Tokyo D. A. Lowther Associate Professor
More informationThe 2018 (14th) International Conference on Data Science (ICDATA)
CALL FOR PAPERS LATE BREAKING PAPERS, POSITION PAPERS, ABSTRACTS, POSTERS Paper Submission Deadline: May 20, 2018 The 2018 (14th) International Conference on Data Science (ICDATA) (former International
More informationChapter 1, Introduction
CSI 4352, Introduction to Data Mining Chapter 1, Introduction Young-Rae Cho Associate Professor Department of Computer Science Baylor University What is Data Mining? Definition Knowledge Discovery from
More informationDatabase Management Systems
Database Management Systems Database Management Systems Second Edition P.S. Gill Head, Department of Computer Science and Engineering Krishna Engineering College Ghaziabad, UP I.K. International Publishing
More informationPreface. and Its Applications 81, ISBN , doi: / , Springer Science+Business Media New York, 2013.
Preface This book is for all those interested in using the GAMS technology for modeling and solving complex, large-scale, continuous nonlinear optimization problems or applications. Mainly, it is a continuation
More informationData Warehouse and Data Mining
Data Warehouse and Data Mining Lecture No. 02 Lifecycle of Data warehouse Naeem Ahmed Email: naeemmahoto@gmail.com Department of Software Engineering Mehran Univeristy of Engineering and Technology Jamshoro
More informationHIGH-LEVEL SYNTHESIS FOR REAL-TIME DIGITAL SIGNAL PROCESSING
HIGH-LEVEL SYNTHESIS FOR REAL-TIME DIGITAL SIGNAL PROCESSING THE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE VLSI, COMPUTER ARCHITECfURE AND DIGITAL SIGNAL PROCESSING Latest Titles
More informationComputer Communications and Networks
Computer Communications and Networks For other titles published in this series, go to www.springer.com/series/4198 The Computer Communications and Networks series is a range of textbooks, monographs and
More informationTheory of Automatic Robot Assembly and Programming
Theory of Automatic Robot Assembly and Programming Theory of Automatic Robot Assembly and Programming Bartholomew o. Nnaji Professor and Director Automation and Robotics Laboratory Department of Industrial
More informationStereo Scene Flow for 3D Motion Analysis
Stereo Scene Flow for 3D Motion Analysis Andreas Wedel Daniel Cremers Stereo Scene Flow for 3D Motion Analysis Dr. Andreas Wedel Group Research Daimler AG HPC 050 G023 Sindelfingen 71059 Germany andreas.wedel@daimler.com
More informationKnowledge Discovery. URL - Spring 2018 CS - MIA 1/22
Knowledge Discovery Javier Béjar cbea URL - Spring 2018 CS - MIA 1/22 Knowledge Discovery (KDD) Knowledge Discovery in Databases (KDD) Practical application of the methodologies from machine learning/statistics
More informationSyllabus DATABASE I Introduction to Database (INLS523)
Syllabus DATABASE I Introduction to Database (INLS523) Course Description Databases are the backbones of modern scholarly, scientific, and commercial information systems. For example, NASA uses databases
More informationMulti-Core Programming
Multi-Core Programming Increasing Performance through Software Multi-threading Shameem Akhter Jason Roberts Intel PRESS Copyright 2006 Intel Corporation. All rights reserved. ISBN 0-9764832-4-6 No part
More informationVERILOG QUICKSTART. James M. Lee Cadence Design Systems, Inc. SPRINGER SCIENCE+BUSINESS MEDIA, LLC
VERILOG QUICKSTART VERILOG QUICKSTART by James M. Lee Cadence Design Systems, Inc. ~. " SPRINGER SCIENCE+BUSINESS MEDIA, LLC ISBN 978-1-4613-7801-3 ISBN 978-1-4615-6113-2 (ebook) DOI 10.1007/978-1-4615-6113-2
More informationHierarchical Scheduling in Parallel and Cluster Systems
Hierarchical Scheduling in Parallel and Cluster Systems SERIES IN COMPUTER SCIENCE Series Editor: Rami G. Melhem University of Pittsburgh Pittsburgh, Pennsylvania ENGINEERING ELECTRONIC NEGOTIATIONS A
More informationSYNTHESIS OF FINITE STATE MACHINES: LOGIC OPTIMIZATION
SYNTHESIS OF FINITE STATE MACHINES: LOGIC OPTIMIZATION SYNTHESIS OF FINITE STATE MACHINES: LOGIC OPTIMIZATION Tiziano Villa University of California/Berkeley Timothy Kam Intel Corporation Robert K. Brayton
More informationDatabase and Knowledge-Base Systems: Data Mining. Martin Ester
Database and Knowledge-Base Systems: Data Mining Martin Ester Simon Fraser University School of Computing Science Graduate Course Spring 2006 CMPT 843, SFU, Martin Ester, 1-06 1 Introduction [Fayyad, Piatetsky-Shapiro
More informationKnowledge Discovery from Client-Server Databases
Knowledge Discovery from Client-Server Databases Nell Dewhurst and Simon Lavington Department of Computer Science, University of Essex, Wivenhoe Park, Colchester CO4 4SQ, UK neilqessex, ac.uk, lavingt
More informationThis tutorial has been prepared for computer science graduates to help them understand the basic-to-advanced concepts related to data mining.
About the Tutorial Data Mining is defined as the procedure of extracting information from huge sets of data. In other words, we can say that data mining is mining knowledge from data. The tutorial starts
More informationASSIGNMENT PROBLEMS IN PARALLEL AND DISTRIBUTED COMPUTING
ASSIGNMENT PROBLEMS IN PARALLEL AND DISTRIBUTED COMPUTING THE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE PARALLEL PROCESSING AND FIFTH GENERATION COMPUTING Consulting Editor Doug DeGroot
More informationParallel Algorithms for Irregular Problems: State of the Art
Parallel Algorithms for Irregular Problems: State of the Art Parallel Algorithms for Irregular Problems: State of the Art Edited by Manso Ferreira LIP, Lyon and Jose D. P. Rolim Unwer~ of Geneva SPRINGER-SCIENCE+BUSINESS
More informationMULTIMEDIA TOOLS AND APPLICATIONS
MULTIMEDIA TOOLS AND APPLICATIONS THE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE MULTIMEDIA SYSTEMS AND APPLICATIONS Recently Published Titles: Consulting Editor Borko Furht Florida
More informationConcepts Of Database Management 7th Edition Solution Manual
Concepts Of Database Management 7th Edition Solution Manual CONCEPTS OF DATABASE MANAGEMENT 7TH EDITION SOLUTION MANUAL PDF - Are you looking for concepts of database management 7th edition solution manual
More informationHigh-Performance Parallel Database Processing and Grid Databases
High-Performance Parallel Database Processing and Grid Databases David Taniar Monash University, Australia Clement H.C. Leung Hong Kong Baptist University and Victoria University, Australia Wenny Rahayu
More informationEssential Angular for ASP.NET Core MVC
Essential Angular for ASP.NET Core MVC Adam Freeman Essential Angular for ASP.NET Core MVC Adam Freeman London, UK ISBN-13 (pbk): 978-1-4842-2915-6 ISBN-13 (electronic): 978-1-4842-2916-3 DOI 10.1007/978-1-4842-2916-3
More informationFault-Tolerant Parallel and Distributed Systems
Fault-Tolerant Parallel and Distributed Systems Fault-Tolerant Parallel and Distributed Systems by DIMITER R. AVRESKY Department of Electrical and Computer Engineering Boston University Boston, MA and
More informationCOMPONENT-ORIENTED PROGRAMMING
COMPONENT-ORIENTED PROGRAMMING COMPONENT-ORIENTED PROGRAMMING ANDY JU AN WANG KAI QIAN Southern Polytechnic State University Marietta, Georgia A JOHN WILEY & SONS, INC., PUBLICATION Copyright 2005 by John
More informationJinkun Liu Xinhua Wang. Advanced Sliding Mode Control for Mechanical Systems. Design, Analysis and MATLAB Simulation
Jinkun Liu Xinhua Wang Advanced Sliding Mode Control for Mechanical Systems Design, Analysis and MATLAB Simulation Jinkun Liu Xinhua Wang Advanced Sliding Mode Control for Mechanical Systems Design, Analysis
More informationA Survey of Parallel Data Mining.
A Survey of Parallel Data Mining. Alex A. Freitas CEFET-PR Dep. de Informatica (DAINF) Av. Sete de Setembro, 3165 Curitiba PR, 80230-901, Brazil alex@dainf.cefetpr.br Abstract With the fast, continuous
More informationPESIT- Bangalore South Campus Hosur Road (1km Before Electronic city) Bangalore
Data Warehousing Data Mining (17MCA442) 1. GENERAL INFORMATION: PESIT- Bangalore South Campus Hosur Road (1km Before Electronic city) Bangalore 560 100 Department of MCA COURSE INFORMATION SHEET Academic
More informationDR. JIVRAJ MEHTA INSTITUTE OF TECHNOLOGY
DR. JIVRAJ MEHTA INSTITUTE OF TECHNOLOGY Subject Name: - DISTRIBUTED SYSTEMS Semester :- 8 th Subject Code: -180701 Branch :- Computer Science & Engineering Department :- Computer Science & Engineering
More informationWindows 10 Revealed. The Universal Windows Operating System for PC, Tablets, and Windows Phone. Kinnary Jangla
Windows 10 Revealed The Universal Windows Operating System for PC, Tablets, and Windows Phone Kinnary Jangla Windows 10 Revealed Kinnary Jangla Bing Maps San Francisco, California, USA ISBN-13 (pbk): 978-1-4842-0687-4
More informationDr.G.R.Damodaran College of Science
1 of 20 8/28/2017 2:13 PM Dr.G.R.Damodaran College of Science (Autonomous, affiliated to the Bharathiar University, recognized by the UGC)Reaccredited at the 'A' Grade Level by the NAAC and ISO 9001:2008
More informationINFORMATION SECURITY MANAGEMENT & SMALL SYSTEMS SECURITY
INFORMATION SECURITY MANAGEMENT & SMALL SYSTEMS SECURITY IFIP - The International Federation for Information Processing IFIP was founded in 1960 under the auspices of UNESCO, following the First World
More informationComputational Geometry on Surfaces
Computational Geometry on Surfaces Computational Geometry on Surfaces Performing Computational Geometry on the Cylinder, the Sphere, the Torus, and the Cone by Clara I. Grima Department 0/ Applied Mathematics
More informationGUJARAT TECHNOLOGICAL UNIVERSITY MASTER OF COMPUTER APPLICATIONS (MCA) Semester: IV
GUJARAT TECHNOLOGICAL UNIVERSITY MASTER OF COMPUTER APPLICATIONS (MCA) Semester: IV Subject Name: Elective I Data Warehousing & Data Mining (DWDM) Subject Code: 2640005 Learning Objectives: To understand
More informationBasic Concepts in Information Theory and Coding. The Adventures of Secret Agent 00111
Basic Concepts in Information Theory and Coding The Adventures of Secret Agent 00111 Applications of Communications Theory Series Editor: R. W Lucky, Bellcore Recent volumes In the series: BASIC CONCEPTS
More informationJava Quick Syntax Reference. Second Edition. Mikael Olsson
Java Quick Syntax Reference Second Edition Mikael Olsson Java Quick Syntax Reference Second Edition Mikael Olsson Java Quick Syntax Reference Mikael Olsson Hammarland, Länsi-Suomi, Finland ISBN-13 (pbk):
More informationWKU-MIS-B10 Data Management: Warehousing, Analyzing, Mining, and Visualization. Management Information Systems
Management Information Systems Management Information Systems B10. Data Management: Warehousing, Analyzing, Mining, and Visualization Code: 166137-01+02 Course: Management Information Systems Period: Spring
More informationClustering and Information Retrieval
Clustering and Information Retrieval Network Theory and Applications Volume 11 Managing Editors: Ding-ZhuDu University o/minnesota, U.S.A. Cauligi Raghavendra University 0/ Southern Califorina, U.S.A.
More informationResearch on Industrial Security Theory
Research on Industrial Security Theory Menggang Li Research on Industrial Security Theory Menggang Li China Centre for Industrial Security Research Beijing, People s Republic of China ISBN 978-3-642-36951-3
More informationKnowledge Discovery. Javier Béjar URL - Spring 2019 CS - MIA
Knowledge Discovery Javier Béjar URL - Spring 2019 CS - MIA Knowledge Discovery (KDD) Knowledge Discovery in Databases (KDD) Practical application of the methodologies from machine learning/statistics
More informationTechnologies solutions and Oracle instruments used in the accomplishment of executive informatics systems (EIS)
MPRA Munich Personal RePEc Archive Technologies solutions and Oracle instruments used in the accomplishment of executive informatics systems (EIS) Teodora, Vatuiu Constantin Bracusi University of Targu
More informationModeling and Simulation in Scilab/Scicos with ScicosLab 4.4
Modeling and Simulation in Scilab/Scicos with ScicosLab 4.4 Stephen L. Campbell, Jean-Philippe Chancelier and Ramine Nikoukhah Modeling and Simulation in Scilab/Scicos with ScicosLab 4.4 Second Edition
More informationSWITCHING AND TRAFFIC THEORY FOR INTEGRATED BROADBAND NETWORKS
SWITCHING AND TRAFFIC THEORY FOR INTEGRATED BROADBAND NETWORKS THE KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE COMMUNICATIONS AND INFORMATION THEORY Consulting Editor Robert Gallager
More information