Global Convergence and Limit Cycle Behavior of Weights of Pe…
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- DOI 10.1109/tnn.2007.914187
- PMID https://pubmed.ncbi.nlm.nih.gov/18541495
- OpenAlex ID W2136232598
- Type Article
- Language EN
- Published 29 May 2008
- Volume 19 (6)
- Pages 938–947
- Source IEEE Transactions on Neural Networks
- Publisher Institute of Electrical and Electro…
- FWCI 3.17
- Countries 1
- Institutions 3
- Added 10 Oct 2025
- Updated 29 Sep 2026
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Global Convergence and Limit Cycle Behavior of Weights of Perceptron
Article 2008 EN Green
In this paper, it is found that the weights of a perceptron are bounded for all initial weights if there exists a nonempty set of initial weights that the weights of the perceptron are bounded. Hence, the boundedness condition of the weights of the perceptron is independent of the initial weights. Also, a necessary and sufficient condition for the weights of the perceptron exhibiting a limit cycle…
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4 authors| # | Author | Institutions | ORCID |
|---|---|---|---|
| 1 | C.Y.-F. Ho | University of London (GB) Queen Mary University of Londo… (GB) | — |
| 2 | Bingo Wing‐Kuen Ling | King's College London (GB) | |
| 3 | Hak‐Keung Lam | King's College London (GB) | |
| 4 | M.H.U. Nasir | King's College London (GB) | — |
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