Taro Sekiyama

Bidirectional Learning for Time-series Models with Hidden Units

Hidden units can play essential roles in modeling time-series having long-term dependency or on-linearity but make it difficult to learn associated parameters. Here we propose a way to learn such a time-series model by training a backward model for the time-reversed time-series, where the backward m…