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Optimization techniques have been widely adopted to implement various data mining algorithms. In addition to well-known Support Vector Machines (SVMs) (which are based on quadratic programming), different versions of Multiple Criteria Programming (MCP) have been extensively used in data separations. Since optimization based data mining methods differ from statistics, decision tree induction, and neural networks, their theoretical inspiration has attracted many researchers who are interested in algorithm development of data mining. Optimization based Data Mining: Theory and Applications, mainly focuses on MCP and SVM especially their recent theoretical progress and real-life applications in various fields. These include finance, web services, bio-informatics and petroleum engineering, which has triggered the interest of practitioners who look for new methods to improve the results of data mining for knowledge discovery. Most of the material in this book is directly from the research and application activities that the authors’ research group has conducted over the last ten years. Aimed at practitioners and graduates who have a fundamental knowledge in data mining, it demonstrates the basic concepts and foundations on how to use optimization techniques to deal with data mining problems.
Computer networks. --- Computer science. --- Data mining. --- Data transmission systems. --- Data mining --- Engineering & Applied Sciences --- Computer Science --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Input-output equipment (Computers). --- Computer Science. --- Data Mining and Knowledge Discovery. --- Input/Output and Data Communications. --- Database searching --- Data communication systems --- Transmission of data --- Digital communications --- Electronic data processing --- Electronic systems --- Information theory --- Telecommunication systems --- Computer hardware --- Computer I/O equipment --- Computers --- Electronic analog computers --- Electronic digital computers --- Hardware, Computer --- I/O equipment (Computers) --- Input equipment (Computers) --- Input-output equipment (Computers) --- Output equipment (Computers) --- Computer systems --- Input-output equipment
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Big data. --- Data sets, Large --- Large data sets --- Data sets
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Today, big data affects countless aspects of our daily lives. This book provides a comprehensive and cutting-edge study on big data analytics, based on the research findings and applications developed by the author and his colleagues in related areas. It addresses the concepts of big data analytics and/or data science, multi-criteria optimization for learning, expert and rule-based data analysis, support vector machines for classification, feature selection, data stream analysis, learning analysis, sentiment analysis, link analysis, and evaluation analysis. The book also explores lessons learned in applying big data to business, engineering and healthcare. Lastly, it addresses the advanced topic of intelligence-quotient (IQ) tests for artificial intelligence. Since each aspect mentioned above concerns a specific domain of application, taken together, the algorithms, procedures, analysis and empirical studies presented here offer a general picture of big data developments. Accordingly, the book can not only serve as a textbook for graduates with a fundamental grasp of training in big data analytics, but can also show practitioners how to use the proposed techniques to deal with real-world big data problems.
Computer science --- Information systems --- Artificial intelligence. Robotics. Simulation. Graphics --- datamining --- computers --- gegevensanalyse --- KI (kunstmatige intelligentie) --- computerkunde --- data acquisition
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Computer science --- Computational complexity --- Informatique --- Complexité de calcul (Informatique) --- Congresses. --- Congrès --- Computational complexity -- Congresses. --- Computer science -- Congresses. --- Computer Science --- Engineering & Applied Sciences --- Electronic books. -- local. --- Computer science. --- Software engineering. --- Computers. --- Numerical analysis. --- Computer simulation. --- Computer graphics. --- Computer Science. --- Theory of Computation. --- Software Engineering/Programming and Operating Systems. --- Numeric Computing. --- Information Systems and Communication Service. --- Simulation and Modeling. --- Computer Imaging, Vision, Pattern Recognition and Graphics. --- Computer communication systems. --- Computer Communication Networks. --- Computer Graphics. --- Automatic drafting --- Graphic data processing --- Graphics, Computer --- Computer art --- Graphic arts --- Electronic data processing --- Engineering graphics --- Image processing --- Computer modeling --- Computer models --- Modeling, Computer --- Models, Computer --- Simulation, Computer --- Electromechanical analogies --- Mathematical models --- Simulation methods --- Model-integrated computing --- Mathematical analysis --- Automatic computers --- Automatic data processors --- Computer hardware --- Computing machines (Computers) --- Electronic brains --- Electronic calculating-machines --- Electronic computers --- Hardware, Computer --- Computer systems --- Cybernetics --- Machine theory --- Calculators --- Cyberspace --- Computer software engineering --- Engineering --- Communication systems, Computer --- Computer communication systems --- Data networks, Computer --- ECNs (Electronic communication networks) --- Electronic communication networks --- Networks, Computer --- Teleprocessing networks --- Data transmission systems --- Digital communications --- Electronic systems --- Information networks --- Telecommunication --- Cyberinfrastructure --- Network computers --- Informatics --- Science --- Digital techniques --- Distributed processing --- Information theory. --- Electronic data processing. --- Information systems. --- Computer vision. --- Machine vision --- Vision, Computer --- Artificial intelligence --- Pattern recognition systems --- ADP (Data processing) --- Automatic data processing --- Data processing --- EDP (Data processing) --- IDP (Data processing) --- Integrated data processing --- Computers --- Office practice --- Communication theory --- Communication --- Automation --- Optical data processing. --- Optical computing --- Visual data processing --- Bionics --- Integrated optics --- Photonics --- Optical equipment --- Computer networks. --- Computer Modelling. --- Software Engineering. --- Numerical Analysis. --- Image processing—Digital techniques.
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Linear programming. --- Multiple criteria decision making. --- Linear Programming.
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This book constitutes the refereed proceedings of the 20th International Conference on Cutting-Edge Research Topics on Multiple Criteria Decision Making, MCDM 2009, held in Chengdu/Jiuzhaigou, China, in June 2009. The 72 revised full papers presented together with 49 short papers were carefully reviewed and selected from 350 submissions. The papers are organized in workshops on evolutionary methods for multi-objective optimization and decision making; text mining, semi-structured, web, or multimedia data; knowledge management and business intelligence; data mining based extension theory; intelligent knowledge management; meta-synthesis and complex systems; risk correlation analysis and risk measurement; optimization-based data mining method and applications; risk analysis with multiple criteria decision making; applications of decision theory and method to financial decision making; hybrid MCDM techniques for problems-solving.
Decision making -- Mathematical models. --- Decision making. --- Decision support systems. --- Management science. --- Civil & Environmental Engineering --- Engineering & Applied Sciences --- Operations Research --- Computer Science --- Information Technology --- Software Engineering --- Decision making --- Multiple criteria decision making --- Computer science. --- Computer communication systems. --- Software engineering. --- Computers. --- Data mining. --- Artificial intelligence. --- Management information systems. --- Computer Science. --- Computer Communication Networks. --- Software Engineering. --- Management of Computing and Information Systems. --- Data Mining and Knowledge Discovery. --- Information Systems and Communication Service. --- Artificial Intelligence (incl. Robotics). --- Computer-based information systems --- EIS (Information systems) --- Executive information systems --- MIS (Information systems) --- Sociotechnical systems --- Information resources management --- Management --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Automatic computers --- Automatic data processors --- Computer hardware --- Computing machines (Computers) --- Electronic calculating-machines --- Electronic computers --- Hardware, Computer --- Computer systems --- Cybernetics --- Calculators --- Cyberspace --- Computer software engineering --- Engineering --- Communication systems, Computer --- Computer communication systems --- Data networks, Computer --- ECNs (Electronic communication networks) --- Electronic communication networks --- Networks, Computer --- Teleprocessing networks --- Data transmission systems --- Digital communications --- Electronic systems --- Information networks --- Telecommunication --- Cyberinfrastructure --- Network computers --- Informatics --- Science --- Communication systems --- Distributed processing --- Information Systems. --- Information systems. --- Artificial Intelligence. --- Decision support systems
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Polyimides. --- Imides --- Polymers
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Advanced Polyimide Materials: Synthesis, Characterization and Applications summarizes and reviews recent research and developments on several key PI materials. A wide array of PI materials are included, including high performance PI films for microelectronic fabrication and packaging, display and space applications, fiber-reinforced PI composites for structural applications in aerospace and aviation industries, and PI photoresists for integrated circuit packaging. The chemical features of PI are also described, including semi-alicyclic PIs, fluorinated PIs, phosphorous-containing PIs, silicon-containing PIs and other new varieties, providing a comprehensive overview on PI materials while also summarizing the latest research. The book serves as a valuable reference book for engineers and students working on polymer materials, microelectronics manufacturing and packaging in industries such as aerospace and aviation.
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Computer science --- Information systems --- Artificial intelligence. Robotics. Simulation. Graphics --- datamining --- computers --- gegevensanalyse --- KI (kunstmatige intelligentie) --- computerkunde --- data acquisition
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