A Shallow Neural Network for Real-Time Embedded Machine Learning for Tensorial Tactile Data Processing

Hamoud Younes,Ali Ibrahim,Mostafa Rizk,Maurizio Valle

IEEE Transactions on Circuits and Systems I: Regular Papers（2021）

引用 8|浏览6

暂无评分

摘要

This paper presents a novel hardware architecture of the Tensorial Support Vector Machine (TSVM) based on Shallow Neural Networks (NN) for the Single Value Decomposition (SVD) computation. The proposed NN achieves a comparable Mean Squared Error and Cosine Similarity to the widely used one-sided Jacobi algorithm. When implemented on an FPGA, the NN offers 更多

查看译文

关键词

Support vector machines,Jacobian matrices,Computer architecture,Neural networks,Kernel,Hardware,Tensors

AI 理解论文

溯源树

样例

生成溯源树，研究论文发展脉络

Chat Paper

正在生成论文摘要