Toward Asymptotic Optimality: Sequential Unsupervised Regression of Density Ratio for Early Classification

Akinori F. Ebihara, Taiki Miyagawa, Kazuyuki Sakurai +1

Theoretically-inspired sequential density ratio estimation (SDRE) algorithms are proposed for the early classification of time series. Conventional SDRE algorithms can fail to esti…