Improve Discontinuous Output Change in SpikeProp | Zendy

Haruhiko Takase | Zendy; Hiroharu Kawanaka | Zendy; Shinji Tsuruoka | Zendy

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Improve Discontinuous Output Change in SpikeProp

Author(s) -

Haruhiko Takase,

Hiroharu Kawanaka,

Shinji Tsuruoka

Publication year - 2014

Publication title -

journal of advanced computational intelligence and intelligent informatics

Language(s) - English

Resource type - Journals

SCImago Journal Rank - 0.172

H-Index - 20

eISSN - 1343-0130

pISSN - 1883-8014

DOI - 10.20965/jaciii.2014.p0361

Subject(s) - computer science , weight change , square (algebra) , algorithm , mathematical optimization , mathematics , geometry , weight loss , medicine , obesity

We try to improve discontinuous output change in SpikeProp. The problem is that small variants in input cause significant change in output. We first show that peaks in activity cause the problem. We then propose reducing the height of peaks by weight decay. Through experiments, we conclude that the square type of weight decay is suitable for solving the problem, because it reduces to more than half the patterns that cause discontinuous output change around them.

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