Please use this identifier to cite or link to this item: https://hdl.handle.net/10356/87720
Title: Predicting house price with a memristor-based artificial neural network
Authors: Wang, J. J.
Hu, S. G.
Zhan, X. T.
Luo, Q.
Yu, Q.
Liu, Zhen
Yin, Y.
Hosaka, Sumio
Liu, Y.
Chen, Tu Pei
Keywords: Neural Network
House Price Predicting
Issue Date: 2018
Source: Wang, J. J., Hu, S. G., Zhan, X. T., Luo, Q., Yu, Q., Liu, Z., et al. (2018). Predicting house price with a memristor-based artificial neural network. IEEE Access, 6, 16523-16528.
Series/Report no.: IEEE Access
Abstract: Synaptic memristor has attracted much attention for its potential applications in artificial neural networks (ANNs). However useful applications in real life with such memristor-based networks have seldom been reported. In this paper, an ANN based on memristors is designed to learn a multi-variable regression model with a back-propagation algorithm. A weight unit circuit based on memristor, which can be programed as an excitatory synapse or inhibitory synapse, is introduced. The weight of the electronic synapse is determined by the conductance of the memristor, and the current of the synapse follows the charge-dependent relationship. The ANN has the ability to learn from labeled samples and make predictions after online training. As an example, the ANN was used to learn a regression model of the house prices of several Boston towns in the USA and the predicted results are found to be close to the target data.
URI: https://hdl.handle.net/10356/87720
http://hdl.handle.net/10220/45488
DOI: http://dx.doi.org/10.1109/ACCESS.2018.2814065
Rights: © 2018 IEEE. Translations and content mining are permitted for academic research only. Personal use is also permitted, but republication/redistribution requires IEEE permission. See http://www.ieee.org/publications_standards/publications/rights/index.html for more information.
Fulltext Permission: open
Fulltext Availability: With Fulltext
Appears in Collections:EEE Journal Articles

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