3 papers
math.OC2024
Optimal Adaptive Control of Linear Stochastic Systems with Quadratic Cost Function
Nian Liu, Cheng Zhao, Shaolin Tan +1
In this paper, we consider the adaptive linear quadratic Gaussian control problem, where both the linear transformation matrix of the state and the control gain matrix are…
cs.LG2023
A Signed Subgraph Encoding Approach via Linear Optimization for Link Sign Prediction
Zhihong Fang, Shaolin Tan, Yaonan Wang
In this paper, we consider the problem of inferring the sign of a link based on limited sign data in signed networks. Regarding this link sign prediction problem, SDGNN (Signed Dir…
math.OC2022
A Nesterov's Accelerated Projected Gradient Method for Monotone Variational Inequalities
Shaolin Tan, Jinhu Lu
In this technical note, we are concerned with the problem of solving variational inequalities with improved convergence rates. Motivated by Nesterov's accelerated gradient method f…