White Papers

Application of New Adaptive Higher Order Neural Networks in Data Mining

Tags: data mining, revenues, network, data

Overview This paper introduces an adaptive Higher Order Neural Network (HONN) model and applies it in data mining such as simulating and forecasting government taxation revenues. The proposed adaptive HONN model offers significant advantages over conventional Artificial Neural Network (ANN) models such as much reduced network size, faster training, as well as much improved simulation and forecasting errors. The generalization ability of this HONN model is explored and discussed. A new approach for determining the best number of hidden neurons is also proposed.

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Publisher: Institute of Electrical and Electronics Engineers
File Format: PDF
Date Published: Aug 29, 2009
Format: White Papers
Topics: Knowledge and Data Management, Data Mining - Analysis

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