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Fuzzy Modeling and Genetic Algorithms for Data Mining and Exploration is a handbook for analysts, engineers, and managers involved in developing data mining models in business and government. As you'll discover, fuzzy systems are extraordinarily valuable tools for representing and manipulating all kinds of data, and genetic algorithms and evolutionary programming techniques drawn from biology provide the most effective means for designing and tuning these systems.You don't need a background in fuzzy modeling or genetic algorithms to benefit, for this book provides it, along with
Data mining. --- Fuzzy logic. --- Genetic algorithms. --- GAs (Algorithms) --- Genetic searches (Algorithms) --- Algorithms --- Combinatorial optimization --- Evolutionary computation --- Genetic programming (Computer science) --- Learning classifier systems --- Nonlinear logic --- Fuzzy mathematics --- Logic, Symbolic and mathematical --- Fuzzy systems --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching
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Fuzzy Modeling and Genetic Algorithms for Data Mining and Exploration is a handbook for analysts, engineers, and managers involved in developing data mining models in business and government. As youll discover, fuzzy systems are extraordinarily valuable tools for representing and manipulating all kinds of data, and genetic algorithms and evolutionary programming techniques drawn from biology provide the most effective means for designing and tuning these systems. You dont need a background in fuzzy modeling or genetic algorithms to benefit, for this book provides it, along with detailed instruction in methods that you can immediately put to work in your own projects. The author provides many diverse examples and also an extended example in which evolutionary strategies are used to create a complex scheduling system. * Written to provide analysts, engineers, and managers with the background and specific instruction needed to develop and implement more effective data mining systems. * Helps you to understand the trade-offs implicit in various models and model architectures. * Provides extensive coverage of fuzzy SQL querying, fuzzy clustering, and fuzzy rule induction. * Lays out a roadmap for exploring data, selecting model system measures, organizing adaptive feedback loops, selecting a model configuration, implementing a working model, and validating the final model. * In an extended example, applies evolutionary programming techniques to solve a complicated scheduling problem. * Presents examples in C, C++, Java, and easy-to-understand pseudo-code. * Extensive online component, including sample code and a complete data mining workbench.
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Artificial intelligence. Robotics. Simulation. Graphics --- Mathematical logic --- Fuzzy logic --- 681.3*I2 --- 681.3*I23 --- Artificial intelligence. AI --- Deduction and theorem proving: answer/reason extraction; reasoning; resolution; metatheory; mathematical induction; logic programming (Artificial intelligence) --- 681.3*I23 Deduction and theorem proving: answer/reason extraction; reasoning; resolution; metatheory; mathematical induction; logic programming (Artificial intelligence) --- 681.3*I2 Artificial intelligence. AI
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System Design --- Adaptive control systems --- Fuzzy systems --- System design --- regeltechniek --- automatisering --- fuzzy system --- set --- systemen --- 681.3*C0 --- 681.3*I23 --- 681.3*I51 --- fuzzy logic --- fuzzy systeem --- Systems, Fuzzy --- System analysis --- Fuzzy logic --- Self-adaptive control systems --- Artificial intelligence --- Feedback control systems --- Self-organizing systems --- Design, System --- Systems design --- Electronic data processing --- Computerwetenschap--?*C0 --- Deduction and theorem proving: answer/reason extraction; reasoning; resolution; metatheory; mathematical induction; logic programming (Artificial intelligence) --- Models: deterministic; fuzzy set; geometric; statistical; structural (Patternrecognition) --- (zie ook: vage logica) --- Contains audio-visual material --- Adaptive control systems. --- Fuzzy systems. --- System design. --- 681.3*I51 Models: deterministic; fuzzy set; geometric; statistical; structural (Patternrecognition) --- 681.3*I23 Deduction and theorem proving: answer/reason extraction; reasoning; resolution; metatheory; mathematical induction; logic programming (Artificial intelligence)
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Artificial intelligence. --- Civilization, Modern --- Computers and civilization. --- Computers. --- Cybernetics. --- Technology --- Philosophy. --- Social aspects.
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