2 citations · 3 across the 7 of their papers we have counts for
4 papers · 1 filter
Spatial Conformal Inference through Localized Quantile Regression
Hanyang Jiang, Yao Xie
Reliable uncertainty quantification at unobserved spatial locations, especially in the presence of complex and heterogeneous datasets, remains a core challenge in spatial statistic…
Spatio-Temporal Conformal Prediction for Power Outage Data
Hanyang Jiang, Yao Xie, Feng Qiu
In recent years, increasingly unpredictable and severe global weather patterns have frequently caused long-lasting power outages. Building resilience, the ability to withstand, ada…
Learning Cellular Network Connection Quality with Conformal
Hanyang Jiang, Elizabeth Belding, Ellen Zegure +1
In this paper, we address the problem of uncertainty quantification for cellular network speed. It is a well-known fact that the actual internet speed experienced by a mobile phone…
Conformal prediction for multi-dimensional time series by ellipsoidal sets
Chen Xu, Hanyang Jiang, Yao Xie
Conformal prediction (CP) has been a popular method for uncertainty quantification because it is distribution-free, model-agnostic, and theoretically sound. For forecasting problem…