http://scholars.ntou.edu.tw/handle/123456789/17082
DC 欄位 | 值 | 語言 |
---|---|---|
dc.contributor.author | Jung-Hua Wang | en_US |
dc.date.accessioned | 2021-06-09T07:18:44Z | - |
dc.date.available | 2021-06-09T07:18:44Z | - |
dc.date.issued | 1993-10 | - |
dc.identifier.uri | http://scholars.ntou.edu.tw/handle/123456789/17082 | - |
dc.description.abstract | The characteristics of a novel 3-layer feedforward neural network that can be used as a higher-order associative memory is studied. The network structure consists of a hidden layer that contains product units for which each input is raised to a power determined by a trainable weight. The operation of the network consists of three steps: 1) preprocess the prescribed associative vectors and determine the principal connection weights (i.e., the first phase learning); 2) estimate the required number of product units and connections based on the results from (1); and 3) train the network using the backpropagation algorithm until satisfactory recall accuracy is achieved. The use of this two-phase learning is shown to enable us to achieve: 1) learning without requiring long training time; and 2) major reduction in the number of connection weights. Various interesting characteristics of the network, including input noise tolerance and fault tolerance, can be seen in this network.< > | en_US |
dc.language.iso | en | en_US |
dc.publisher | IEEE | en_US |
dc.title | Characterization of a higher-order associative memory that uses product units | en_US |
dc.type | conference paper | en_US |
dc.relation.conference | 1993 Proceedings of IEEE Systems Man and Cybernetics Conference - SMC | en_US |
dc.relation.conference | Le Touquet, France | en_US |
dc.identifier.doi | 10.1109/ICSMC.1993.384946 | - |
item.openairecristype | http://purl.org/coar/resource_type/c_5794 | - |
item.fulltext | no fulltext | - |
item.languageiso639-1 | en | - |
item.openairetype | conference paper | - |
item.cerifentitytype | Publications | - |
item.grantfulltext | none | - |
crisitem.author.dept | College of Electrical Engineering and Computer Science | - |
crisitem.author.dept | Department of Electrical Engineering | - |
crisitem.author.dept | National Taiwan Ocean University,NTOU | - |
crisitem.author.parentorg | National Taiwan Ocean University,NTOU | - |
crisitem.author.parentorg | College of Electrical Engineering and Computer Science | - |
顯示於: | 電機工程學系 |
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