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06/18/2023
Convolutional GRU Network for Seasonal Prediction of the El Niño-Southern Oscillation
Predicting sea surface temperature (SST) within the El Niño-Southern Osc...
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06/16/2022
Multi-Frequency Joint Community Detection and Phase Synchronization
This paper studies the joint community detection and phase synchronizati...
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02/16/2022
Robust Nonparametric Distribution Forecast with Backtest-based Bootstrap and Adaptive Residual Selection
Distribution forecast can quantify forecast uncertainty and provide vari...
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12/10/2020
Adversarial Linear Contextual Bandits with Graph-Structured Side Observations
This paper studies the adversarial graphical contextual bandits, a varia...
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12/09/2020
Enhancing Parameter-Free Frank Wolfe with an Extra Subproblem
Aiming at convex optimization under structural constraints, this work in...
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09/12/2019
Be Aware of Non-Stationarity: Nearly Optimal Algorithms for Piecewise-Stationary Cascading Bandits
Cascading bandit (CB) is a variant of both the multi-armed bandit (MAB) ...
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08/27/2019
A Near-Optimal Change-Detection Based Algorithm for Piecewise-Stationary Combinatorial Semi-Bandits
We investigate the piecewise-stationary combinatorial semi-bandit proble...
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08/25/2019