刘峰 - 南京大学 - 软件学院

个人简介

课程《互联网计算》本科二年级《大数据集成与应用》本科三年级《计算机图形学》本科四年级《高级计算机网络》研究生出版教材：刘峰，郑滔，《应用集成原理与技术》, 清华大学出版社，2011

研究领域

不确定环境下决策方法研究与应用：基于马尔可夫模型的序列规划和强化学习方法大数据分析方法研究与应用：基于粗糙集的属性约简、异常数据识别、离群点检测智能Web技术研究与应用

近期论文

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刘峰，王崇骏，骆斌，"一种基于最优策略概率分布的POMDP值迭代算法"，电子学报，2016.5 刘峰. 基于杂合标准的POMDP值迭代求解算法[J]. 模式识别与人工智能, 2016(11). Liu Feng ,Cheng Lei，Hanyi Liu，Chongjun Wang. A Probabilistic Forward Search Value Iteration Algorithm for POMDP[C]// IEEE International Conference on Tools with Artificial Intelligence. IEEE, 2019. Liu F , Liu Z . A Neighborhood-Based Value Iteration Algorithm for POMDP Problems[C]// IEEE International Conference on Tools with Artificial Intelligence. IEEE, 2018. Liu F , Wang Z , Tian Q . An Observation Dimension Weight-Based U-Tree Algorithm[C]// IEEE International Conference on Tools with Artificial Intelligence. IEEE Computer Society, 2017. Liu F , Hua X , Jin X . A Hybrid Heuristic Value Iteration Algorithm for POMDP[C]// International Conference on Tools with Artificial Intelligence. IEEE, 2016. Liu F , Song Z . A Probabilistic Greedy Search Value Iteration Algorithm for POMDP[C]// 2016 IEEE 28th International Conference on Tools with Artificial Intelligence (ICTAI). IEEE, 2016. Liu F , Jin X , She Y . No-Fringe U-Tree: An Optimized Algorithm for Reinforcement Learning[C]// The 28th International Conference on Tools with Artificial Intelligence. IEEE, 2016. Liu Feng, Wang Chongjun, Ge Jidong, Luo Bin, "PCFBPI: A Point Clustering Feature Based Policy Iteration Algorithm"，ICTAI2015, 2015.11, Italy Liu Feng and Luo Bin. "POPVI: A Probability-Based Optimal Policy Value Iteration Algorithm", PRICAI2014: Trends in Artificial Intelligence. Springer International Publishing, 627-639, 2014 Liu Feng, Li Haibo, Wang Chongjun. "nso-HSVI: A not-so-optimistic Heuristic Search Value Iteration Algorithm for POMDPs", ICTAI2014, 2014 Du Bo, Liu Feng, Zhao Zhihong. A point-reduced POMDP value iteration algorithm with application to robot navigation[C]//Intelligent Control and Automation (WCICA), 2014 11th World Congress on. IEEE, 2014: 1427-1432 Li Wei, Liu Feng, Zhao Zhihong. A Practicable Heuristic Attributes Reduction Algorithm for Ordered Information Systems[M]//Foundations of Intelligent Systems. Springer Berlin Heidelberg, 2012: 141-149 雷珠，刘峰，赵志宏，预测状态表示综述，计算机应用研究，2010，02期王辉，刘峰，赵志宏，骆斌，基于粗糙集值约简改进算法的进程异常检测，计算机应用研究，2010，03期