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Nov, 2023
拓扑结合机器学习的辅音识别
Topology combined machine learning for consonant recognition
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Pingyao Feng, Siheng Yi, Qingrui Qu, Zhiwang Yu, Yifei Zhu
TL;DR
利用高维环境空间的TopCap方法,通过时间序列的拓扑特征来进行机器学习和信号处理,以提高模型的可解释性和性能,尤其在语音和音频信号的深度学习中效果显著。
Abstract
In
artificial-intelligence-aided signal processing
, existing deep learning models often exhibit a black-box structure, and their validity and comprehensibility remain elusive. The integration of
topological methods
→