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Data reduction through optimized scalar quantization for more compact neural networks

Raw data generation for several existing and planned large physics experiments now exceeds TB/s rates, generating untenable data sets in very little time. Those data often demonstrate high dimensionality while containing limited information. Meanwhile, Machine Learning algorithms are now becoming an...

Ausführliche Beschreibung

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Bibliografische Detailangaben
Hauptverfasser: Berthié Gouin-Ferland, Ryan Coffee, Audrey C. Therrien
Format: Artigo
Sprache:Inglês
Veröffentlicht: Frontiers Media S.A. 2022-09-01
Schriftenreihe:Frontiers in Physics
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Online-Zugang:https://www.frontiersin.org/articles/10.3389/fphy.2022.957128/full
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