Evolutionary Computation In Data Mining
This carefully edited book reflects and advances the state of the art in the area of Data Mining and Knowledge Discovery with Evolutionary Algorithms. It emphasizes the utility of different evolutionary computing tools to various facets of knowledge discovery from databases, ranging from theoretical analysis to real-life applications. Evolutionary Computation in Data Mining provides a balanced mixture of theory, algorithms and applications in a cohesive manner, and demonstrates how the...
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This carefully edited book reflects and advances the state of the art in the area of Data Mining and Knowledge Discovery with Evolutionary Algorithms. It emphasizes the utility of different evolutionary computing tools to various facets of knowledge discovery from databases, ranging from theoretical analysis to real-life applications. Evolutionary Computation in Data Mining provides a balanced mixture of theory, algorithms and applications in a cohesive manner, and demonstrates how the different tools of evolutionary computation can be used for solving real-life problems in data mining and bioinformatics.
1Evolutionary algorithms for data mining and knowledge discovery12Strategies for scaling up evolutionary instance reduction algorithms for data mining213GAP : constructing and selecting features with evolutionary computing414Multi-agent data mining using evolutionary computing575A rule extraction system with class-dependent features796Knowledge discovery in data mining via an evolutionary algorithm1017Diversity and neuro-ensemble1258Unsupervised niche clustering : discovering an unknown number of clusters in noisy data sets1579Evolutionary computation in intelligent network management18910Genetic programming in data mining for drug discovery21111Microarray data mining with evolutionary computation23712An evolutionary modularized data mining mechanism for financial distress forecasts249
