2 papers
cs.LG2020
SummerTime: Variable-length Time SeriesSummarization with Applications to PhysicalActivity Analysis
Kevin M. Amaral, Zihan Li, Wei Ding +2
\textit{SummerTime} seeks to summarize globally time series signals and provides a fixed-length, robust summarization of the variable-length time series. Many classical machine lea…
cs.NE2016
Scale Normalization
Henry Z. Lo, Kevin Amaral, Wei Ding
One of the difficulties of training deep neural networks is caused by improper scaling between layers. Scaling issues introduce exploding / gradient problems, and have typically be…