International Journal of Computer and Electrical Engineering · 2011 · 14 citations · 20 references
ComputingComputer ScienceAlgorithmsArtificial IntelligenceMachine LearningLayered ArchitectureNeural NetworksPattern RecognitionRepresentation LearningFeedforward Neural NetworksMultilayer NetworksMultilayer PerceptronNeural Network ClassificationPerceptron
Constructive Neural Network learning algorithms provide incremental ways to determine the near-minimal architecture of a multi layer perceptron network along with learning algorithms for determining appropriate weights for pattern classification problems. An improved version of adaptive learning algorithm in a structured multilayer networks is proposed in this research work. A proper weight setting for the constructive architecture to solve pattern classification problems is analyzed and tabulated.
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UCI Repository of machine learning databases
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Perceptron-based learning algorithms
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