2 papers
cs.LG2026
DAD4TS: Data-Augmentation-Oriented Diffusion Model for Time-Series Forecasting with Small-Scale Data
Masahiro Suzuki, Bohui Xia, Hiroto Yamamoto +1
Small-scale data is a critical problem in time-series forecasting tasks. Data augmentation is an effective strategy for this task, but it has a limitation in generating meaningful…
cs.LG2023
Personalized human mobility prediction for HuMob challenge
Masahiro Suzuki, Shomu Furuta, Yusuke Fukazawa
We explain the methodology used to create the data submitted to HuMob Challenge, a data analysis competition for human mobility prediction. We adopted a personalized model to predi…