http://scholars.ntou.edu.tw/handle/123456789/16969
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Jung-Hua Wang | en_US |
dc.contributor.author | Sun, WD | en_US |
dc.date.accessioned | 2021-06-03T07:43:00Z | - |
dc.date.available | 2021-06-03T07:43:00Z | - |
dc.date.issued | 1999 | - |
dc.identifier.issn | 1370-4621 | - |
dc.identifier.uri | http://scholars.ntou.edu.tw/handle/123456789/16969 | - |
dc.description.abstract | In this paper, a self-developing neural network model, namely the Growing Cell Structures (GCS) is characterized. In GCS each node (or cell) is associated with a local resource counter tau (t). We show that GCS has the conservation property by which the summation of all resource counters always equals s(1 - alpha)/alpha, thereby s is the increment added to tau (t) of the wining node after each input presentation and alpha (0 < alpha < 1.0) is the forgetting (i.e., decay) factor applied to tau (t) of non-wining nodes. The conservation property provides an insight into how GCS can maximize information entropy. The property is also employed to unveil the chain-reaction effect and race-condition which can greatly influence the performance of GCS. We show that GCS can perform better in terms of equi-probable criterion if the resource counters are decayed by a smaller alpha. | en_US |
dc.language.iso | en | en_US |
dc.publisher | SPRINGER | en_US |
dc.relation.ispartof | NEURAL PROCESSING LETTERS | en_US |
dc.subject | self-developing neural network | en_US |
dc.subject | competitive learning | en_US |
dc.subject | race-condition | en_US |
dc.subject | topology | en_US |
dc.subject | equi-probable criterion | en_US |
dc.subject | chain-reaction effect | en_US |
dc.title | On the characteristics of growing cell structures (GCS) neural network | en_US |
dc.type | journal article | en_US |
dc.identifier.doi | 10.1023/A:1018789603227 | - |
dc.identifier.isi | WOS:000083286000007 | - |
dc.relation.journalvolume | 10 | en_US |
dc.relation.journalissue | 2 | en_US |
dc.relation.pages | 139-149 | en_US |
item.cerifentitytype | Publications | - |
item.openairetype | journal article | - |
item.openairecristype | http://purl.org/coar/resource_type/c_6501 | - |
item.fulltext | no fulltext | - |
item.grantfulltext | none | - |
item.languageiso639-1 | en | - |
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 | - |
Appears in Collections: | 電機工程學系 |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.