田娜

教育背景：格林威治大学计算数学博士；

职称：江南大学教育技术学副教授；

主讲课程：高级语言程序设计（Python）、数据结构、算法设计与分析；

研究方向：机器学习，教育数据挖掘。

个人简介：

田娜，专业背景为计算机，研究方向和兴趣是机器学习、教育数据挖掘，包括情感分析、课程知识图谱的构建、推荐系统的研究。

主要论著（著作和论文）：

[期刊]

1. ^*Na Tian, J. Sun, W.B. Xu and C.-H. Lai, An improved quantum-behaved particle swarm optimization with perturbation operator and its application in estimating groundwater contaminant source, Inverse Problems in Science and Engineering, 19(2): 181-202, 2011. (10.1080/17415977.2010.531470)(SCI)

2. ^*Na Tian, J. Sun,W.B. Xu and C.-H Lai, Estimation of unknown heat source function in inverse heat conduction problem using quantum-behaved particle swarm optimization, International Journal of Heat and Mass Transfer, 54(17-18): 4110-4116, 2011. (SCI)

3. ^*Na Tian, J. Sun, W.B. Xu and C.-H. Lai, Quantum-behaved particle swarm optimization with ring topology and its application in estimating temperature-dependent thermal conductivity, Numerical Heat Transfer, Part B: Fundamentals, 60(2): 73-95, 2011. (SCI)

4. ^*Na Tian, W.B. Xu, J. Sun and C.-H. Lai, Estimation of heat flux in inverse heat conduction problems using quantum-behaved swarm optimization, Journal of Algorithms and Computational Technology, 4 (1): 25-46, 2010. (EI)

5. ^*Na Tian, C.-H. Lai, K. Pericleous, J. Sun and W.B. Xu, Contraction-expansion coefficient learning in quantum-behaved particle swarm optimization, International Symposium on Distributed Computing and Applications to Business Engineering and Science, 2011, 303-308, Wuxi, China. (EI)

6. ^*Na Tian, W.B. Xu and C.-H. Lai, Estimation of Temperature-dependent thermal conductivity using Quantum-behaved particle swarm optimization, 17th UK National Conference on Computational Mechanics in Engineering, 2009, 327-332, Nottingham, UK.

7. ^*Na Tian, Choi-Hong Lai, Parallel quantum-behaved particle swarm optimization, International Journal of Machine Learning and Cybernetics. 5(2), 309-318, 2014 April. (SCI) (DOI 10.1007/s13042-013-0168-2).

8. ^*Na Tian, Longchao Zhu, Choi-Hong Lai, Estimation of heat transfer coefficient in inverse heat conduction problem using quantum-behaved particle swarm optimization with Tikhonov regularization, Journal of Algorithm and Computational Technology, 8(2), 233-248, 2014 May. (EI)

9. ^*Na Tian, Zhicheng Ji, Choi-Hong Lai, Simultaneous estimation of nonlinear parameters in parabolic partial differential equation using quantum-behaved particle swarm optimization with Gaussian mutation, International Journal of Machine Learning and Cybernetics, 6(2), 307-318, 2015 April. (SCI)

10. ^*Na Tian, Identification of boundary shape using a hybrid approach, International Journal of Machine Learning and Cybernetics, 6(3), 385-397, 2015 June, (DOI: 10.1007/s13042-014-0266-9). (SCI)

11. ^*Na Tian, Zhicheng Ji, Pareto-ranking based quantum-behaved particle swarm optimization for multi-objective optimization, Mathematical Problems in Engineering. 2015, 1-10, (SCI-0.762)

12. 田娜，周驿，基于MOOC课程评论的话题挖掘与情感分析研究，软件导刊, 19(08):19-23，2020.

13. 田娜，周驿，基于MOOC的课程讨论文本话题挖掘研究，软件导刊，19(5):168-172, 2020.

14. 田娜，孙静，基于高校慕课成绩的学习行为分析，软件导刊，18(04):196-201, 2019.

15. 张明,田娜,纪志成, 基于适应值欧式距离比的均衡蜂群算法, 系统仿真学报, 27(05):980-989, 2015.

16. Zhang Ming, Tian Na, Palade Vasile, Cellular artificial bee colony algorithm with Gaussian distribution, Information Sciences, 462:374-401, 2018.
    

[会议]

1. Na Tian, Meng Wang, An improved binary particle swarm optimization for 0-1 knapsack problem, Soft Computing, 2016.

2. Na Tian, Quantum-behaved particle swarm optimization with cooperative coevolution for large scale optimization, 14th International Symposium on Distributed Computing and Applications for Business Engineering and Science, 2015

电子邮箱：

tianna@jiangnan.edu.cn