·966· 智能系统学报 第13卷 with reduced input features for on-line estimation of avail- 统计.重庆邮电大学学报：自然科学版，2017,29(2) able transfer capability[J].Control engineering and ap- 265-271 plied informatics,2016,18(1):95-106. ZHANG Yajun,GAO Chenqiang,LI Pei,et al.Pedestri- [7]ALI S HA.OZAWA S.NAKAZATO J.et al.An online an counting based on convolutional neural network[J. malicious spam email detection system using resource al- Journal of Chongqing university of posts and telecommu- locating network with locality sensitive hashing[J].Journ- nications:natural science edition,2017.29(2):265-271. al of intelligent learning systems and applications,2015, [18]桑庆兵，邓赵红，王士同，等.基于&不敏感准则和结构 7(2):55866. 风险的鲁棒径向基函数神经网络学习).电子与信息 [8]韩敏，穆云峰.一种改进的RAN网络结构优化算法。 学报，2012,34(6)：1414-1419. 控制与决策，2007,22(10)：1177-1180 SANG Qingbing,DENG Zhaohong,WANG Shitong,et HAN Min,MU Yunfeng.Improved learning algorithm for al.8-insensitive criterion and structure risk based radius- optimizing RAN network structure[J].Control and de- basis-function neural-network modeling[J].Journal of cision,2007,22(10y:1177-1180 electronics information technology,2012,34(6): [9]PLATT J.A resource-allocating network for function inter- 1414-1419. polation[J].Neural computation,1991,3(2):213-225. [19)]邓乃扬，田英杰.支持向量机：理论、算法与拓展M.北 [10]SARIMVEIS H,DOGANIS P,ALEXANDRIDIS A.A 京：科学出版社，2009：63-80. classification technique based on radial basis function [20]蒋亦樟，邓赵红，王士同.ML型迁移学习模糊系统[， neural networks[J].Advances in engineering software, 自动化学报，2012,38(9)：1393-1409. 2006,37(4:218-221 JIANG Yizhang,DENG Zhaohong,WANG Shitong. [11]RAITOHARJU J,KIRANYAZ S,GABBOUJ M.Train- Mamdani-Larsen type transfer learning fuzzy system[J]. ing radial basis function neural networks for classifica- Acta automatica sinica.2012.38(9):1393-1409. tion via class-specific clustering[J].IEEE transactions on 作者简介： neural networks and learning systems,2016,27(12): 许敏，女，1980年生，副教授，博 2458-2471. 士，主要研究方向为人工智能、模式识 [12]PEDRYCZ W.Conditional fuzzy clustering in the design 别，发表学术论文10余篇。 of radial basis function neural networks[J].IEEE transac- tions on neural networks,1998,9(4):601-612. [13]LACERDA E,DE CARVALHO A,LUDERMIR T. Evolutionary optimization of RBF networks[J].Interna- tional journal of neural systems,2001,11(3):287-294. 史荧中，男，1970年生，副教授， [14]SHEKHAR S,AMIN M B.Generalization by neural net- 博土，主要研究方向为人工智能、模式 识别，参与多项省级以上科研项目，发 works[J].IEEE transactions on knowledge and data en 表学术论文10余篇。 gineering,1992,4(2:177-185 [15]ALEXANDRIDIS A.CHONDRODIMA E.SARIM- VEIS H.Radial basis function network training using a nonsymmetric partition of the input space and particle 葛洪伟.男，1967年生.教授，博 swarm optimization[J].IEEE transactions on neural net- 士生导师，博士，主要研究方向为人工 works and learning systems,2013,24(2):219-230. 智能、模式识别、机器学习、图像处理 [16]PAN S J,YANG Qiang.A survey on transfer learning[J]. 与分析等。主持和承担国家自然科学 IEEE transactions on knowledge and data engineering, 基金等国家级项目和省部级项目近20 2010.22(10):1345-1359. 项，获省部级科技进步奖多项。发表 [17刀张雅俊，高陈强，李佩，等.基于卷积神经网络的人流量 学术论文百余篇。with reduced input features for on-line estimation of avail￾able transfer capability[J]. Control engineering and ap￾plied informatics, 2016, 18(1): 95–106. ALI S H A, OZAWA S, NAKAZATO J, et al. An online malicious spam email detection system using resource al￾locating network with locality sensitive hashing[J]. Journ￾al of intelligent learning systems and applications, 2015, 7(2): 55866. [7] 韩敏, 穆云峰. 一种改进的 RAN 网络结构优化算法[J]. 控制与决策, 2007, 22(10): 1177–1180. HAN Min, MU Yunfeng. Improved learning algorithm for optimizing RAN network structure[J]. Control and de￾cision, 2007, 22(10): 1177–1180. [8] PLATT J. A resource-allocating network for function inter￾polation[J]. Neural computation, 1991, 3(2): 213–225. [9] SARIMVEIS H, DOGANIS P, ALEXANDRIDIS A. A classification technique based on radial basis function neural networks[J]. Advances in engineering software, 2006, 37(4): 218–221. [10] RAITOHARJU J, KIRANYAZ S, GABBOUJ M. Train￾ing radial basis function neural networks for classifica￾tion via class-specific clustering[J]. IEEE transactions on neural networks and learning systems, 2016, 27(12): 2458–2471. [11] PEDRYCZ W. Conditional fuzzy clustering in the design of radial basis function neural networks[J]. IEEE transac￾tions on neural networks, 1998, 9(4): 601–612. [12] LACERDA E, DE CARVALHO A, LUDERMIR T. Evolutionary optimization of RBF networks[J]. Interna￾tional journal of neural systems, 2001, 11(3): 287–294. [13] SHEKHAR S, AMIN M B. Generalization by neural net￾works[J]. IEEE transactions on knowledge and data en￾gineering, 1992, 4(2): 177–185. [14] ALEXANDRIDIS A, CHONDRODIMA E, SARIM￾VEIS H. Radial basis function network training using a nonsymmetric partition of the input space and particle swarm optimization[J]. IEEE transactions on neural net￾works and learning systems, 2013, 24(2): 219–230. [15] PAN S J, YANG Qiang. A survey on transfer learning[J]. IEEE transactions on knowledge and data engineering, 2010, 22(10): 1345–1359. [16] [17] 张雅俊, 高陈强, 李佩, 等. 基于卷积神经网络的人流量 统计[J]. 重庆邮电大学学报: 自然科学版, 2017, 29(2): 265–271. ZHANG Yajun, GAO Chenqiang, LI Pei, et al. Pedestri￾an counting based on convolutional neural network[J]. Journal of Chongqing university of posts and telecommu￾nications: natural science edition, 2017, 29(2): 265–271. 桑庆兵, 邓赵红, 王士同, 等. 基于 ε-不敏感准则和结构 风险的鲁棒径向基函数神经网络学习[J]. 电子与信息 学报, 2012, 34(6): 1414–1419. SANG Qingbing, DENG Zhaohong, WANG Shitong, et al. ε-insensitive criterion and structure risk based radius￾basis-function neural-network modeling[J]. Journal of electronics & information technology, 2012, 34(6): 1414–1419. [18] 邓乃扬, 田英杰. 支持向量机: 理论、算法与拓展[M]. 北 京: 科学出版社, 2009: 63–80. [19] 蒋亦樟, 邓赵红, 王士同. ML 型迁移学习模糊系统[J]. 自动化学报, 2012, 38(9): 1393–1409. JIANG Yizhang, DENG Zhaohong, WANG Shitong. Mamdani-Larsen type transfer learning fuzzy system[J]. Acta automatica sinica, 2012, 38(9): 1393–1409. [20] 作者简介： 许敏，女，1980 年生，副教授，博 士，主要研究方向为人工智能、模式识 别，发表学术论文 10 余篇。 史荧中，男，1970 年生，副教授， 博士，主要研究方向为人工智能、模式 识别，参与多项省级以上科研项目，发 表学术论文 10 余篇。 葛洪伟，男，1967 年生，教授，博 士生导师，博士，主要研究方向为人工 智能、模式识别、机器学习、图像处理 与分析等。主持和承担国家自然科学 基金等国家级项目和省部级项目近 20 项，获省部级科技进步奖多项。发表 学术论文百余篇。 ·966· 智 能 系 统 学 报 第 13 卷