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pro vyhledávání: '"Morra, Jacob"'
Multifunctionality describes the capacity for a neural network to perform multiple mutually exclusive tasks without altering its network connections; and is an emerging area of interest in the reservoir computing machine learning paradigm. Multifunct
Externí odkaz:
http://arxiv.org/abs/2306.01885
Autor:
Morra, Jacob, Daley, Mark
We report an improvement to the conventional Echo State Network (ESN) across three benchmark chaotic time-series prediction tasks using fruit fly connectome data alone. We also investigate the impact of key connectome-derived structural features on p
Externí odkaz:
http://arxiv.org/abs/2206.02094
Autor:
Morra, Jacob, Daley, Mark
Can connectome-derived constraints inform computation? In this paper we investigate the contribution of a fruit fly connectome's topology on the performance of an Echo State Network (ESN) -- a subset of Reservoir Computing which is state of the art i
Externí odkaz:
http://arxiv.org/abs/2201.09359
The distinction between "healthy" and "unhealthy" patients is commonly based on single, discrete values taken at an isolated point in time (e.g., blood pressure or core temperature). Perhaps a more robust and insightful diagnosis can be obtained by s
Externí odkaz:
http://arxiv.org/abs/1912.13148
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