第5期 古丽娜孜·艾力木江，等：基于支持向量的最近邻文本分类方法 ·807· technology,2017,7(4:1419-1427. of rule quality for feature selection in text categorization [21]MOHAMMAD A H,ALWADA N T,AL-MOMANI O. [M/International Symposium on Advances in Intelligent. Arabic text categorization using support vector machine, Berlin:Springer,,2003:589-598. naive bayes and neural network[J].GSTF journal on com- [29]CORTES C,VAPNIK V.Support-vector networks[J]. puting,2016,5(1):1-8. Machine learning,1995,20(3):273-297. [22]古丽娜孜艾力木江，孙铁利，伊力亚尔加尔木哈，等 [30]WANG Xuesong,HUANG Fei,CHENG Yuhu.Compu- 一种基于主动学习支持向量机哈萨克文文本分类方法 tational performance optimization of support vector ma- [).智能系统学报，2011,6(3：261-267. chine based on support vectors[J].Neurocomputing,2016, GU Linazi Ai Limujiang,SUN Tieli,Yi Liyaer Jia Er- 211:66-71. muhamaiti,et al.An approach to the text categorization of [31]COVER T,HART P.Nearest neighbor pattern classifica- the Kazakh language based on an active learning support tion[J].IEEE transactions on information theory,1967, vector machine[J].CAAI transactions on intelligent sys- 13(121-27. tems,2011,6(3):261-267 [32]FRANKLIN J.The elements of statistical learning:data [23]古丽娜孜艾力木江，孙铁利，乎西旦居马洪，等.一种 mining,inference and prediction[J].The mathematical in- 基于改进KNN的哈萨克语文本分类[J].东北师大学 telligencer,2005,27(2):83-85. 报：自然科学版，2014,46(2)：63-68. GU Linazi Ai Limujiang,SUNTieli,HU Xidan Ju Ma- [33]MENG Qingmin,CIESZEWSKI C J,MADDEN M,et al. K nearest neighbor method for forest inventory using re- hong,et al.Textcategorization of kazakh text based on mote sensing data[J].GIScience remote sensing,2007, improved KNN[J].Journal of northeast normal university: natural science edition,2014,46(2):63-68. 442:149-165 [24]古丽娜孜·艾力木江，孙铁利，乎西旦·居马洪，等.一种 作者简介： 基于SVM修正KNN算法的哈萨克语文本分类U.西 古丽娜孜·艾力木江，女，1972年 北师范大学学报：自然科学版，2014,50(3：48-53. 生，副教授，博士，主要研究方向为机 GU Linazi Ai Limujiang,SUN Tieli,HU Xidan Ju Ma- 器学习、模式识别、智能信息分类与图 hong,et al.An approach to the text categorization of the 像处理。参与国家级、省部级科研项 目3项，承担院级重点项目4项。发 Kazakh language based on SVM-modified KNN al- 表学术论文20余篇。 gorithm[J].Journal of northwest normal university:natur- al science,2014,50(3:48-53. [25]旺建华.中文文本分类技术研究D].长春：吉林大学， 乎西旦·居马洪，女，1966年生，教 2007. 授，主要研究方向为智能信息处理、人 WANG Jianhua.Research on classification of Chinese 脸识别。承担国家级、省部级科研项 目4项。发表学术论文20余篇.出版 documents[D].Changchun:Jilin University,2007 教材1部。 [26]JOACHIMS T.Text categorization with support vector machines:Learning with many relevant features[M// NEDELLEC C.ROUVEIROL C.Machine Learning: ECML-98.Berlin:Springer,1998:137-142. 孙铁利，男，1956年生，教授，博 士生导师，主要研究方向为智能用户 [27]WANG Ziqiang,SUN Xia,ZHANG Dexian,et al.An op- 接口、智能信息挖掘。承担国家级、省 timal SVM-based text classification algorithm [C]//Pro- 部级科研项目12项。发表学术论文 ceedings of 2006 International Conference on Machine 150余篇，出版专著及教材10部。 Learning and Cybernetics.Dalian,China,2006:13-16. [28]MONTANES E.FERANDEZ J,DIAZ I,et al.Measurestechnology, 2017, 7(4): 1419–1427. MOHAMMAD A H, ALWADA N T, AL-MOMANI O. Arabic text categorization using support vector machine, naïve bayes and neural network[J]. GSTF journal on com￾puting, 2016, 5(1): 1–8. [21] 古丽娜孜·艾力木江, 孙铁利, 伊力亚尔·加尔木哈, 等. 一种基于主动学习支持向量机哈萨克文文本分类方法 [J]. 智能系统学报, 2011, 6(3): 261–267. GU Linazi Ai Limujiang, SUN Tieli, Yi Liyaer Jia Er￾muhamaiti, et al. An approach to the text categorization of the Kazakh language based on an active learning support vector machine[J]. CAAI transactions on intelligent sys￾tems, 2011, 6(3): 261–267. [22] 古丽娜孜·艾力木江, 孙铁利, 乎西旦·居马洪, 等. 一种 基于改进 KNN 的哈萨克语文本分类[J]. 东北师大学 报: 自然科学版, 2014, 46(2): 63–68. GU Linazi Ai Limujiang, SUNTieli, HU Xidan Ju Ma￾hong, et al. Textcategorization of kazakh text based on improved KNN[J]. Journal of northeast normal university: natural science edition, 2014, 46(2): 63–68. [23] 古丽娜孜·艾力木江, 孙铁利, 乎西旦·居马洪, 等. 一种 基于 SVM-修正 KNN 算法的哈萨克语文本分类[J]. 西 北师范大学学报: 自然科学版, 2014, 50(3): 48–53. GU Linazi Ai Limujiang, SUN Tieli, HU Xidan Ju Ma￾hong, et al. An approach to the text categorization of the Kazakh language based on SVM-modified KNN al￾gorithm[J]. Journal of northwest normal university: natur￾al science, 2014, 50(3): 48–53. [24] 旺建华. 中文文本分类技术研究[D]. 长春: 吉林大学, 2007. WANG Jianhua. Research on classification of Chinese documents[D]. Changchun: Jilin University, 2007. [25] JOACHIMS T. Text categorization with support vector machines: Learning with many relevant features[M]// NÉDELLEC C, ROUVEIROL C. Machine Learning: ECML-98. Berlin: Springer, 1998: 137–142. [26] WANG Ziqiang, SUN Xia, ZHANG Dexian, et al. An op￾timal SVM-based text classification algorithm[C]//Pro￾ceedings of 2006 International Conference on Machine Learning and Cybernetics. Dalian, China, 2006: 13–16. [27] [28] MONTAÑÉS E, FERÁNDEZ J, DÍAZ I, et al. Measures of rule quality for feature selection in text categorization [M]//International Symposium on Advances in Intelligent. Berlin: Springer,, 2003: 589–598. CORTES C, VAPNIK V. Support-vector networks[J]. Machine learning, 1995, 20(3): 273–297. [29] WANG Xuesong, HUANG Fei, CHENG Yuhu. Compu￾tational performance optimization of support vector ma￾chine based on support vectors[J]. Neurocomputing, 2016, 211: 66–71. [30] COVER T, HART P. Nearest neighbor pattern classifica￾tion[J]. IEEE transactions on information theory, 1967, 13(1): 21–27. [31] FRANKLIN J. The elements of statistical learning: data mining, inference and prediction[J]. The mathematical in￾telligencer, 2005, 27(2): 83–85. [32] MENG Qingmin, CIESZEWSKI C J, MADDEN M, et al. K nearest neighbor method for forest inventory using re￾mote sensing data[J]. GIScience & remote sensing, 2007, 44(2): 149–165. [33] 作者简介： 古丽娜孜·艾力木江，女，1972 年 生，副教授，博士,主要研究方向为机 器学习、模式识别、智能信息分类与图 像处理。参与国家级、省部级科研项 目 3 项，承担院级重点项目 4 项。发 表学术论文 20 余篇。 乎西旦·居马洪，女，1966 年生，教 授，主要研究方向为智能信息处理、人 脸识别。承担国家级、省部级科研项 目 4 项。发表学术论文 20 余篇，出版 教材 1 部。 孙铁利，男，1956 年生，教授，博 士生导师，主要研究方向为智能用户 接口、智能信息挖掘。承担国家级、省 部级科研项目 12 项。发表学术论文 150 余篇，出版专著及教材 10 部。 第 5 期 古丽娜孜·艾力木江，等：基于支持向量的最近邻文本分类方法 ·807·