NDLI: Extraction of Phase Information Buried in Fluctuation of a Pulse-type Hardware Neuron Model Using STDP

Content Provider	IEEE Xplore Digital Library
Author	Saeki, K. Hayashi, Y. Sekine, Y.
Copyright Year	2006
Description	Author affiliation: Nihon Univ., Chiba (Saeki, K.)
Abstract	Since neural networks have superior information processing functions, many investigators attempt to model biological neurons and their networks. Furthermore, a number of studies of neural networks have recently been made with the purpose of applying engineering to the brain. In this study, we investigate the effect of STDP on the ability to extract phase information buried in fluctuation. We focus on spike timing dependent synaptic plasticity (STDP), and we construct neural networks from a pulse-type hardware neuron model using STDP. We show that phase information buried in fluctuation is revealed by the effect of STDP, making it possible to decode the synaptic weight. Moreover, we show that it is possible to extract the phase difference buried in fluctuation representing the reinforcement part of the synaptic weight, using neural networks with STDP.
Starting Page	1505
Ending Page	1510
File Size	386924
Page Count	6
File Format	PDF
ISBN	0780394909
DOI	10.1109/IJCNN.2006.246611
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2006-07-16
Publisher Place	Canada
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Data mining Fluctuations Neurons Biological neural networks Circuits Biological system modeling Timing Neural network hardware Brain modeling Pulse generation
Content Type	Text
Resource Type	Article

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2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
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4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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