12 citations · 26 across the 8 of their papers we have counts for
4 papers · 1 filter
A convolution recurrent autoencoder for spatio-temporal missing data imputation
Reza Asadi, Amelia Regan
When sensors collect spatio-temporal data in a large geographical area, the existence of missing data cannot be escaped. Missing data negatively impacts the performance of data ana…
A Spatial-Temporal Decomposition Based Deep Neural Network for Time Series Forecasting
Reza Asadi, Amelia Regan
Spatial time series forecasting problems arise in a broad range of applications, such as environmental and transportation problems. These problems are challenging because of the ex…
Thompson Sampling in Dynamic Systems for Contextual Bandit Problems
Tianbing Xu, Yaming Yu, John Turner +1
We consider the multiarm bandit problems in the timevarying dynamic system for rich structural features. For the nonlinear dynamic model, we propose the approximate inference for t…
Online Classification Using a Voted RDA Method
Tianbing Xu, Jianfeng Gao, Lin Xiao +1
We propose a voted dual averaging method for online classification problems with explicit regularization. This method employs the update rule of the regularized dual averaging (RDA…