Pruning via number of links and neuron activities
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Detail(s)
Original language | English |
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Title of host publication | Proceedings - IEEE International Symposium on Circuits and Systems |
Publisher | Institute of Electrical and Electronics Engineers, Inc. |
Pages | 2415-2418 |
Volume | 4 |
ISBN (print) | 780312813 |
Publication status | Published - 1993 |
Publication series
Name | |
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Volume | 4 |
ISSN (electronic) | 0271-4310 |
Conference
Title | Proceedings of the 1993 IEEE International Symposium on Circuits and Systems |
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City | Chicago, IL, USA |
Period | 3 - 6 May 1993 |
Link(s)
Abstract
A new pruning concept that based on the number of connections or links and the neuron activities and/or sensitivities is proposed in this paper. The concept can be applied to a number of existing algorithms which would then generate consistent subnetwork even when starting with different initial topologies. Furthermore, the concept can easily be implemented using existing neural network chips by fixing the number of input and output links of each neuron.
Citation Format(s)
Pruning via number of links and neuron activities. / Luk, Andrew; Leung, S. H.; Lau, W. H. et al.
Proceedings - IEEE International Symposium on Circuits and Systems. Vol. 4 Institute of Electrical and Electronics Engineers, Inc., 1993. p. 2415-2418.
Proceedings - IEEE International Symposium on Circuits and Systems. Vol. 4 Institute of Electrical and Electronics Engineers, Inc., 1993. p. 2415-2418.
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review