IEEE

PB-TABL: Task Incremental Learning Strategy via Applying Piggyback Architecture on Temporal Attention-Augmented Bilinear Networks for Financial Time-Series Classification

Abstract: As financial markets continue to grow and generate vast volumes of data, there is a growing need for models capable of being updated incrementally. In this paper, we present PB-TABL, a novel ...
IEEE

Trend and Order Features for Semi-Supervised Time-Series Classification via Multitask Learning

Abstract: Multitask learning with a pretext task has excelled in time-series classification task lacking labeled data. The key to multitask learning is to build a pretext task and learn the most ...