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教授——邹斌

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姓  名:邹 斌

出生年月:19695

学  位:博士

职  称:教授

研究方向:统计学习理论、机器学习等

联系方式:zoubin0502@hubu.edu.cn

代表作:

1 Bin Zou, Luoqing Li. The performance bounds of learning machines based on exponentially strongly mixing sequence. Journal of Computer and Mathematics with Applications, 2007, 53:1050-1058.

2. Bin Zou, Hai Zhang, Zongben Xu. Learning from uniformly ergodic Markov chains. Journal of Complexity, 2009, 25:188-200.

3. Bin Zou, Luoqing LiZongben Xu. The generalization performance of ERM algorithm with strongly mixing observations. Machine Learning, 2009, 75(3):275-295.

4. Bin Zou, Rong Chen, Zongben Xu. Learning performance of Tikhonov regularization algorithm with geometrically beta-mixing observations. Journal of Statistical Planning and Inference, 2011, 141:1077-1087.

5. Bin Zou, Zongben Xu, Xiangyu Chang. Generalization bounds of ERM algorithm with V-geometrically ergodic Markov chains. Advances in Computational Mathematics, 2012, 36(1):99-114.

6. Bin Zou, Luoqing Li, Zongben Xu. Generalization performance of least-square regularized regression algorithm with Markov chain samples. Journal of Mathematical Analysis and Applications, 2012, 388(1):333-343.

7. Bin Zou, Luoqing Li, Zongben Xu, Tao Luo, Yuan Yan Tang. The generalization performance of Fisher linear discriminant based on Markov sampling. IEEE Transactions on Neural Networks and Learning Systems, 2013, 24(2):288-300.

8. Bin Zou, Zhiming Pen, Zongben Xu. The learning performance of support vector machine classification based on Markov sampling. Science in China: Information Science, 2013, 56:032110(16).

9. Bin Zou, Yuan Yan Tang, Zongben Xu, Luoqing Li,Jie Xu, Yang Lu. The generalization performance of regularized regression algorithms based on Markov sampling. IEEE Transactions on Cybernetics, 2014, 44(9):1497-1507.

10. Jie Xu, Yuan Yan Tang, Bin Zou, Zongben Xu, Luoqing Li, Yang Lu. Generalization performance of Gaussian kernels SVMC based on Markov sampling. Neural Networks, 2014, 53:40-51. (通讯作者)

11. Bin Zou, Zongben Xu, Jie Xu. Generalization bounds of ERM algorithm with Markov chain samples. Acta Mathematicae Applicatae Sinica, 2014, 30(1): 223-238.

12. Jie Xu, Yuan Yan Tang, Bin Zou, Zongben Xu, Luoqing Li, Yang Lu, Baochang Zhang. The generalization ability of SVM classification based on Markov sampling. IEEE Transactions on Cybernetics, 2015, 45(6):1169-1179. (通讯作者)

13. Jie Xu, Yuan Yan Tang, Bin Zou, Zongben Xu, Luoqing Li, Yang Lu. The generalization ability of online SVM classification based on Markov sampling. IEEE Transactions on Neural Networks and Learning Systems, 2015,26(3):628-639. (通讯作者)

主持科研项目:

1. 国家自然科学基金面上项目 “基于马氏抽样的机器学习理论与算法研究”(NO: 61370002), 62万元, 20141-201712月, 在研中.

2. 国家自然科学基金面上项目“基于非独立同分布数据的机器学习理论及其应用”(NO: 61070225), 25万元, 20111-201312, 已结题.

3. 湖北省自然科学基金重点项目 “基于机器学习的海量数据挖掘及应用” (NO 2011CDA003), 10万元, 20121-201412, 已结题.