A Heuristic Q-Learning Architecture for Fully Exploring a World and Deriving an Optimal Policy by Model-Based Planning. - Gang Zhao; Shoji Tatsumi; Ruoying Sun (ICRA, 1999)

Convergence of the Q-ae learning under deterministic MDPs and its efficiency under the stochastic environment. - Gang Zhao; Ruoying Sun; Shoji Tatsumi (SMC, 2000)

Multiagent reinforcement learning method with an improved ant colony system. - Ruoying Sun; Shoji Tatsumi; Gang Zhao (SMC, 2001)

Q-ac: multiagent reinforcement learning with perception-conversion action. - Ruoying Sun; Shoji Tatsumi; Gang Zhao (SMC, 2003)

Multiagent Cooperating Learning Methods by Indirect Media Communication. - Ruoying Sun; Shoji Tatsumi; Gang Zhao (IEICE Trans. Fundam. Electron. Commun. Comput. Sci., 2003)

An Efficient Multi-Agent Q-learning Method Based on Observing the Adversary Agent State Change. - Ruoying Sun; Gang Zhao (SMC, 2006)

Analysis about Efficiency of Indirect Media Communication on Multi-agent Cooperation Learning. - Gang Zhao; Ruoying Sun (SMC, 2006)

An Ant Colony Optimization Approach to Multi-Objective Supply Chain Model. - Ruoying Sun; Xingfen Wang; Gang Zhao (SSIRI, 2008)

Application of multi-agent Reinforcement Learning to supply chain ordering management. - Gang Zhao; Ruoying Sun (ICNC, 2010)

Analyses about efficiency of reinforcement learning to supply chain ordering management. - Ruoying Sun; Gang Zhao (INDIN, 2012)

Parameter analysis of hybrid intelligent model for the prediction of rare earth stock futures. - Huijuan Zhang; Ruoying Sun (ICNC-FSKD, 2016)

Inventory demand forecast based on gray correlation analysis and time series neural network hybrid model. - Fengjiao Cheng; Ruoying Sun (ICNC-FSKD, 2017)

Parameter optimization based two-layer SVM classification model for evaluation of maize breeding. - Xin Mao; Gang Zhao; Ruoying Sun (ICNC-FSKD, 2017)

Inventory Cost Control Model for Fresh Product Retailers Based on DQN. - Ruoying Sun; Peng Sun; Jiahui Li; Gang Zhao (IEEE BigData, 2019)