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Efficient Implementation of Multilayer Perceptrons: Reducing Execution Time and Memory Consumption

A technique is presented that reduces the required memory of neural networks through improving weight storage. In contrast to traditional methods, which have an exponential memory overhead with the increase in network size, the proposed method stores only the number of connections between neurons. T...

Ausführliche Beschreibung

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Bibliografische Detailangaben
Hauptverfasser: Francisco Cedron, Sara Alvarez-Gonzalez, Ana Ribas-Rodriguez, Santiago Rodriguez-Yañez, Ana Belen Porto-Pazos
Format: Artigo
Sprache:Inglês
Veröffentlicht: MDPI AG 2024-09-01
Schriftenreihe:Applied Sciences
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Online-Zugang:https://www.mdpi.com/2076-3417/14/17/8020
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