2 citations · 5 across the 9 of their papers we have counts for
5 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…
Transformer Conformal Prediction for Time Series
Junghwan Lee, Chen Xu, Yao Xie
We present a conformal prediction method for time series using the Transformer architecture to capture long-memory and long-range dependencies. Specifically, we use the Transformer…
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…
Kernel-based Optimally Weighted Conformal Time-Series Prediction
Jonghyeok Lee, Chen Xu, Yao Xie
In this work, we present a novel conformal prediction method for time-series, which we call Kernel-based Optimally Weighted Conformal Prediction Intervals (KOWCPI). Specifically, K…
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…