2 papers
cs.LG2026
Long-Term Outlier Prediction Through Outlier Score Modeling
Yuma Aoki, Joon Park, Koh Takeuchi +6
This study addresses an important gap in time series outlier detection by proposing a novel problem setting: long-term outlier prediction. Conventional methods primarily focus on i…
econ.EM2025
Analysis of Distributional Dynamics for Repeated Cross-Sectional and Intra-Period Observations
Bo Hu, Joon Y. Park, Junhui Qian
This paper introduces a novel approach to investigate the dynamics of state distributions, which accommodate both cross-sectional distributions of repeated panels and intra-period…