Bibtype | Inproceedings |
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Bibkey | Fischer/etal/2019a |
Author | Fischer, Raphael and Piatkowski, Nico and Morik, Katharina |
Ls8autor |
Fischer, Raphael
Morik, Katharina Piatkowski, Nico |
Editor | Jäschke, Robert and Weidlich, Matthias |
Title | Parameter Sharing for Spatio-Temporal Process Models |
Booktitle | Proceedings of the Conference on "Lernen, Wissen, Daten, Analysen" ({LWDA}) |
Series | {CEUR} Workshop Proceedings |
Volume | 2454 |
Pages | 89--93 |
Abstract | While probabilistic models such as Markov random fields can be highly beneficial for spatio-temporal data, they often suffer from over-fitting and have limited use in memory-constrained systems. We present a novel method to compress trained models based on temporal parameter sharing, which reduces redundancies in the parameters. |
Month | 09 |
Year | 2019 |
Projekt | ML2R |
Url | http://ceur-ws.org/Vol-2454/paper_61.pdf |
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