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软件学报  1997 

THE INCREMENTAL LEARNING ALGORITHM IN HYBRID LEARNING MODEL HLM
混合型学习模型HLM中的增量学习算法

Keywords: Hybrid model,incremental learning,neural network
混合模型
,增量学习,神经网络

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Abstract:

The multi-concept acquisition algorithm HMCAP and the neural network algorithm FTART are integrated in hybrid learning model HLM, which can deal with multiple concepts and continuous attributes. In this paper, the incremental learning algorithm of HLM which based on the structure of hybrid binary decision tree and FTART network is proposed. It has the ability of adjusting old structure to improve learning accuracy by once learning instead of rebuilding the decision tree and the neural networks when the new examples were provided.

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