Yinke Wang

Learnable Matrix Profile for Motif Discovery on Multivariate Time Series

Multivariate motif discovery aims to identify frequently occurring subsequences within multi-dimensional time series, which is a critical machine learning task with wide applications. However, previous motif discovery algorithms often miss complex multivariate motifs and struggle with high computati