STABILITY OF THE REPLICA-SYMMETRICAL SOLUTION FOR A PERCEPTRON LEARNING FROM EXAMPLES
SCIE
SCOPUS
- Title
- STABILITY OF THE REPLICA-SYMMETRICAL SOLUTION FOR A PERCEPTRON LEARNING FROM EXAMPLES
- Authors
- KWON, C; OH, JH; PARK, YG
- Date Issued
- 1993-05
- Publisher
- AMERICAN PHYSICAL SOC
- Abstract
- We study the stability of the replica-symmetric solution for a perceptron learning from examples. By examining the replicon mode, we find the Almeida-Thouless (AT) line signaling a spin-glass phase transition. We find an interesting phase diagram where the AT line crosses the line of zero entropy. Entropy is still negative in a low-temperature region above the AT line. The possibility of a discontinuous phase transition to the replica-symmetry-breaking phase is also discussed.
- URI
- https://oasis.postech.ac.kr/handle/2014.oak/12330
- DOI
- 10.1103/PhysRevE.47.3707
- ISSN
- 1539-3755
- Article Type
- Article
- Citation
- PHYSICAL REVIEW E, vol. 47, no. 5, page. 3707 - 3711, 1993-05
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- There are no files associated with this item.
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