数据库与WEB智能
彭涛
基本情况
姓名: 彭涛
性别:
职称: 教授
是否博导:
最高学历: 研究生
最高学位: 博士
Email:
备注: http://www.dmwis.com/~tpeng/
详细情况
所在学科专业: 计算机软件与理论
所研究方向: 机器学习、数据挖掘、Web挖掘
讲授课程: 《操作系统》(课程链接
《多核程序设计》(课程链接
《网络搜索引擎技术》(课程链接
《操作系统实验》(课程链接
教育经历: 2007.6 毕业于吉林大学计算机学院获博士学位
工作经历: 2007.6-       吉林大学计算机学院
2012.5-2013.5 美国University of Illinois at Urbana-Champaign计算机系博士后
科研项目: 作为项目负责人承担并完成了国家自然科学基金(青年基金)等5项科研项目。
作为项目组主要成员参与并完成国家自然科学基金等6项科研项目。
学术论文: (1)期刊论文:
1. Lu Liu, Wanli Zuo, Tao Peng*, Detecting outlier pairs in complex network based on link structure and semantic relationship[J]. Expert Systems with Applications. 2017, 69: 40-49. (SCI, CCF C类期刊)
2. Jiayu Han, Wanli Zuo, Lu Liu, Yuanbo Xu, Tao Peng*. Building text classifiers using positive, unlabeled and "outdated' examples, Concurrency and Computation-Practice & Experience, 28(13): 3691-3706, SEP 10 2016. (SCI)(WOS:000382659400009)
3. 刘露,左万利,彭涛*. 异质网中基于张量表示的动态离群点检测方法. 计算机研究与发展, 53(8): 1729-1739, 2016.
4. Lin Guo, Wanli Zuo, Tao Peng, Binod Kumar Adhikari.Attribute-based edge bundling for visualizing social networks. Physica A-Statistical Mechanics and Its Applications, 438: 48-55, NOV 15 2015. (SCI)(WOS:000360871200006)
5. Lin Guo, Wanli Zuo, Tao Peng. Inference network building and movements prediction based on analysis of induced dependencies. IET Software, 2017, 11(1): 12-17.
6. Lin Yue, Wanli Zuo, Tao Peng, Ying Wang, Xuming Han. A fuzzy Document Clustering Approach Based on Domain-Specified Ontology, Data & Knowledge Engineering, 100: 148-166, NOV 2015. (SCI)(WOS:000366536100009)
7. Tao Peng*, Lu Liu. Clustering-based Topical Web Crawling for Topic-specific Information Retrieval Guided by Incremental Classifier. International Journal of Software Engineering and Knowledge Engineering, 25(1): 147-168. FEB 2015. (SCI)(WOS:000354763600008)
8. Lu Liu, Tao Peng*, Wanli Zuo. Topical Web Crawling for Domain-Specific Resource Discovery Enhanced by Selectively Using Link-Context. The International Arab Journal of Information Technology. 12(2): 196-204, March 2015. (SCI)(WOS:000351567700012)
9. Tao Peng, Lu Liu. Incremental Conceptual Hierarchical Text Clustering Using CFu-tree. Applied Soft Computing, Volume 27, 269-278, Feb 2015. (SCI) (WOS:000346856600023)
10. Lin Guo, Wanli Zuo, Tao Peng, Lin Yue. Text Matching and Categorization: Mining Implicit Semantic Knowledge from Tree-Shape Structures. MATHEMATICAL PROBLEMS IN ENGINEERING, No.723469, 2015. (SCI)(WOS:000362789000001)
11. Tao Peng, Lu Liu, Wanli Zuo. PU text classification enhanced by term frequency–inverse document frequency-improved weighting. Concurrency and Computation: Practice and Experience. 26(3): 728-741, March 2014. (SCI) (WOS:000331020300006)
12. Tao Peng, Lu Liu. Focused Crawling Enhanced by CBP-SLC. Knowledge-Based Systems. 51:15-26, October 2013. (SCI) (WOS: 000324363700002)
13. Junhua Wang, Wanli Zuo*, Tao Peng. Hyponymy Graph Model for Word Semantic Similarity Measurement. Chinese Journal of Electronics, 24(1): 96-101, Jan 2015. (SCI) (WOS: 000347870300016)
14. Lu Liu, Tao Peng*. Clustering-based Method for Positive and Unlabeled Text Categorization Enhanced by Improved TFIDF. Journal of Information Science and Engineering, Vol.30, No.5, pp1463-1481. September 2014. (SCI)(WOS:000342328800010)
15. Lu Liu, Tao Peng*. Clustering-based topical web crawling using CFu-tree guided by link-context. Frontiers of Computer Science, 8(4): 581-595, August 2014. (SCI) (WOS: 000339817700004).
16. Lu Liu, Tao Peng*. Post-processing of Deep Web Information Extraction Based on Domain Ontology. Advances in Electrical and Computer Engineering, 13(4): 25-32, November 2013. (SCI) (WOS: 000331461300005)
17. 刘露,彭涛*,左万利,戴耀康. 一种基于聚类的PU主动文本分类方法. 软件学报, 24(11): 2571-2583, 2013. (EI: 20140117166608)
18. 国琳, 左万利, 彭涛. 基于隶属度的社会化网络重叠社区发现及动态集群演化分析,电子学报. Vol. 44 (3): 587-594, 2016.
19. 彭涛, 戴耀康, 朱枫彤, 张邦佐,刘露,闫昭,钱锋. 一种基于规则的非监督词性标注方法. 吉林大学学报(理学版), 53(5):956-962,2015.
20. 王俊华, 左万利*, 彭涛. 面向文本的本体学习方法研究. 吉林大学学报(工学版). 45(1): 236-244, 2015. (EI: 20150600488018)
21. 彭涛*, 孟宇, 左万利, 王英, 胡亮. 主题爬行中的隧道穿越技术.计算机研究与发展, 47(4): 628-637, 2010. (EI: 20102112958727)
22. Kerui Chen, Wanli Zuo*, Fengling He, Yongheng Chen, Tao Peng. Optimizing Search Engines using Time-Sensitive Ranking. Information-An International Interdisciplinary Journal, 2011,14(3):835-840. (SCI) (WOS:000291330300027)
23. Tao Peng*, Wanli Zuo, Fengling He. SVM Based Adaptive Learning Method for Text Classification from Positive and Unlabeled Documents. Knowledge and Information Systems. Springer. 16(3): 281-301, 2008. (SCI) (WOS: 000258849100002)
24. Tao Peng*, Changli Zhang, Wanli Zuo. Tunneling Enhanced by Web Page Content Block Partition for Focused Crawling. Concurrency and Computation: Practice and Experience. 20(1): 61-74, 2008. (SCI) (WOS:000252131700004)
25. Ying Wang, Wanli Zuo, Xin Wang, Aiqi Zhang, Tao Peng*. Ontology-assisted schema matching for deep web query interfaces. Journal of Information and Computational Science, 7(2):543-549, 2010. (EI: 20102112950394)
26. Aiqi Zhang, Wanli Zuo, Ying Wang, Wenyan Ji, Tao Peng*. An Ontology-based Schema Matching on Deep Web. Journal of Computational Information Systems, 2010, 6(4): 1077-1084. (EI: 20103913260692)
27. Kerui Chen, Wanli Zuo, Fan Zhang, Fengling He, Tao Peng*. Automatic generation of domain-specific ontology from deep web. Journal of Information and Computational Science, v 7, n 2, p 519-525, 2010. (EI: 20102112950391)
28. Ying Wang, Wanli Zuo, Tao Peng*, Yifei Sun. Semi-automatic ontology construction based on text learning. Journal of Information and Computational Science, 7(2): 495-501, 2010. (EI: 20102112950388)
29. Wanli Zuo*, Ying Wang, Xin Wang, Dandan Zhang, Tao Peng. Automatic classification of Deep Web databases based on centroid and WordNet. Journal of Computational Information Systems, v 6, n 1, p 63-70, 2010. (EI: 20102713062693)
30. Wanli Zuo, Ying Wang, Xin Wang, Wenyan Ji, Tao Peng*. Ontology-based filling forms of deep web entries automatically. Journal of Computational Information Systems, v 5, n 6, p 1553-1560, December 2009. (EI: 20102713062648)
31. 朱会峰, 左万利*, 赫枫龄, 彭涛, 纪文彦.一种基于本体的文本聚类方法. 吉林大学学报(理学版), 48(2): 277-283, 2010.
32. 孟宇*, 李文辉, 彭涛. 基于DEMD 的视频分割方法及其在视频水印中的应用. 计算机研究与发展,45(8):1386-1394, 2008. (EI: 20084111636170)
33. Ying Wang*, Tao Peng, Wanli Zuo, Fengling He, Dong Wang. Semantic document clustering based on ontology. Journal of Computational Information Systems, 5(3): 1437-1444, 2009. (EI: 20094412411925)
34. Tao Peng*, Wanli Zuo, Changli Zhang, Dong Wang. SVM Classifier-Guided For Domain-specific Resource Discovery Based on HTML Tag Tree. Journal of Computational Information Systems. 3(3): 981-986, 2007.(EI: 20072610674369)
35. 王冬, 左万利*, 赫枫龄, 彭涛, 张长利. 一种增量倒排索引结构的设计与实现. 吉林大学学报(理学版). 45(6), 953-958, 2007.
36. 彭涛*,左万利,赫枫龄,张长利. 基于粒子群优化算法的网页分类技术. 计算机研究与发展. Vol 43 Suppl. Nov. 2006. 33-38.
37. Tao Peng, Fengling He, Wanli Zuo*. A New Framework for Focused Web Crawling. 武汉大学学报(英文版)Vol.11 No.5 P.1394-1397, 2006.
38. 彭涛*,赫枫龄,左万利,张长利. 基于FP-Growth算法的DDoS检测. 计算机研究与发展. 43, 492-497, 2006.
39. 彭涛*,左万利,赫枫龄. 基于链接上下文的分类器主题爬行技术. 计算机科学. 2006 Vol. 33 No.11 (增刊) 12-16.
40. Tao Peng*, Wanli Zuo. Data Mining for Network Intrusion Detection System in Real Time. International Journal of Computer Science and Network Security, Vol. 6 No.2, 173-177, 2006.
(2)会议论文:
41. Tao Peng, Delong Zhang, Wanli Zuo*, Xiaoming Liu. Central Author Mining from Co-authorship Network. Proceedings of 2013 Sixth International Symposium on Computational Intelligence and Design (ISCID 2013), p: 228-232, 2013. (EI: 20142217758343)
42. Junhua Wang, Xianglin Zuo, Wanli Zuo, Tao Peng. Subjective Bayes Method for Word Semantic Similarity Measurement. IEEE 13th International Conference on Data Mining (ICDM), Dallas, DEC 07-10, 2013. 2013 IEEE 13TH INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS (ICDMW), IEEE International Conference on Data Mining, pp: 971-977, 2013. (EI: 20141617588843) (ISTP) (WOS:000343602800133)
43. Wanli Zuo, Jiayu Han, Lu Liu, Ying Wang and Tao Peng*. Incremental User Interest Mining based on Artificial Immune Algorithm. CCDM2014.
44. Dou Hao, Wanli Zuo*, Tao Peng, Fengling He. An approach for calculating semantic similarity between words using WordNet. Proceedings of the 2011 2nd International Conference on Digital Manufacturing and Automation, ICDMA 2011, p177-180, 2011.(EI: 20114614513193)
45. Tao Peng*, Wanli Zuo, Yilin Liu. Characterization of Evaluation Metrics in Topical Web Crawling Based on Generic Algorithm. In Proc. 1st Intl Conf, ICNC, Changsha: Springer, LNCS 3611, 2005. 690-697. (SCI) (WOS:000232222500098)
46. Tao Peng*, Fengling He, Wanli Zuo, Changli Zhang. Adaptive Topical Web Crawling for Domain-specific Resource Discovery Guided by Link-context. 5th Mexican International Conference on Artificial Intelligence, Mexico, November 13-17, LNAI 4293, pp.963-973, 2006. (EI: 20070210352349) (ISTP) (WOS:000244587700092)
47. Tao Peng*, Wanli Zuo, Zhoupin Liu. Focused Crawling Enhanced by Link-context. In Proc. The International Conference on Information Networking 2006, Jan 16-19, 2006, Sendai, Japan.
48. Tao Peng*, Wanli Zuo, Fengling He. Text Classification from Positive and Unlabeled Documents Based on GA. In Proc. 7th International Conference on High Performance Computing in Computational Sciences, Rio de Janeiro, Brazil, July 10-12, 2006.
49. Tao Jing*, Tao Peng, Wanli Zuo. Deriving link context through dependency analysis. International Conference on Education Technology and Computer, ICETC 2009, p 186-190, 2009. (EI: 20094712487970) (ISTP) (WOS: 000275740500038)
50. Ying Wang, Wanli Zuo*, Wang Xin, Tao Peng. The Discovery of Deep Web Entries based on Classifiers. CCIR2010. P 251-258. (In Chinese)
51. Dong Jingru*, Zuo Wanli, Peng Tao. Focused crawling guided by link context. Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, AIA, Innsbruck, Austria. p 365-369, 2006. (EI: 20080311034860) (ISTP) (WOS: 000236387300062)
52. Ying Wang, Tao Peng, Wanli Zuo*, Fengling He. Automatic integration of deep web query interfaces based on ontology. 4th International Conference on Computer Sciences and Convergence Information Technology, p 1654-1659, 2009. (EI: 20101012760973) (ISTP) (WOS: 000280705700319)
53. Ying Wang, Wanli Zuo*, Xin Wang, Tao Peng. Research on Query Translation of Deep Web. CCIR2010. p175-182. (In Chinese)
54. Ying Wang*, Tao Peng, Wanli Zuo, Ran Li. Automatic filling forms of deep web entries based on ontology. 2009 International Conference on Web Information Systems and Mining, WISM 2009, p 376-380, 2009, 2009 International Conference on Web Information Systems and Mining, WISM 2009. (EI: 20101112763599) (ISTP) (WOS:000275860800075)
55. Wenyan Ji*, Tao Peng, Wanli Zuo, Fengling He, Huifeng Zhu. Chinese word segmentation and out-of-vocabulary words detection using suffix array. 2009 International Conference on Web Information Systems and Mining, WISM 2009, p 56-60, 2009. (EI: 20101112763625) (ISTP) (WOS: 000275860800011)
56. Ying Wang*, Tao Peng, Wanli Zuo, Huifeng Zhu. Schema extraction of deep web query interface. 2009 International Conference on Web Information Systems and Mining, WISM 2009, p 391-395, 2009. (EI: 20101112763699) (ISTP) (WOS:000275860800078)
57. Ying Wang*, Wanli Zuo, Tao Peng, Fengling He. Domain-specific deep web sources discovery. Proceedings - 4th International Conference on Natural Computation, ICNC 2008, v 5, p 202-206, 2008. (EI: 20085211803936) (ISTP) (WOS: 000264556100042)
58. Ying Wang*, Wanli Zuo, Tao Peng, Fengling He. Integration of Query Interfaces for Deep Web Databases. The Fourth International Conference on Natural Computation. ICNC 2008. (4):157-161, 2008. (ISTP) (WOS: 000264555400032)
59. 王英,左万利*,彭涛,赫枫龄. 应用领域本体知识库自动填充Deep Web入口表单. 第25界全国数据库学术会议(NDBC). 计算机研究与发展. 45, p65-70, 2008.
60. 王英,左万利*,彭涛,赫枫龄. 特定领域Deep Web查询接口的集成. 第25界全国数据库学术会议(NDBC 2008). 计算机研究与发展 45,p58-64.
61. Ying Wang*, Wanli Zuo, Tao Peng, Fengling He, Hailong Hu. Clustering Web Search Results Based on Interactive Suffix Tree Algorithm. International Conference on Convergence and hybrid Information Technology. Novotel Ambassador Busan, Korea. 11~13. (2): 851-857, 2008. (EI: 20090111824352) (ISTP) (WOS: 000262355500149)
62. Changli Zhang*, Wanli Zuo, Tao Peng, Fengling He. Sentiment classification for Chinese reviews using machine learning methods based on string kernel. Proceedings - 3rd International Conference on Convergence and Hybrid Information Technology, ICCIT 2008, v 2, p 909-914, 2008. (EI: 20090111824362) (ISTP) (WOS: 000262355500159)
63. Yu Hailong*, Zuo Wanli, Peng Tao. A new PU learning algorithm for text classification. MICAI 2005: Advances in Artificial Intelligence - 4th Mexican International Conference on Artificial Intelligence, Proceedings, v 3789 LNAI, Monterrey, Mexico. p 824-832. (SCI) (WOS: 000233852000084).
64. 张长利*, 左万利, 彭涛, 赫枫龄. 基于无监督聚类的PU文本分类方法.第25界全国数据库学术会议(NDBC 2008), 计算机研究与发展, 卷45(增刊) (10A): 196-201, 2008.
65. 张长利*,左万利,彭涛,赫枫龄. 基于SVM主动学习技术的PU文本分类. A PU Text Classifier Based on SVM Active Learning. 2007年中国计算机大会.
66. T. Peng*, W. L. Zuo, and Y. L. Liu. Genetic Algortihm for Evaluation Metrics in Topical Web Crawling. In. Proc. The International Conference on Computational Methods. Singapore, 1203-1208. December 15-17, 2004. (ISTP) (WOS:000241456801030)
(3)专著:
67. 左万历, 周长林, 彭涛. 计算机操作系统教程(第3版), 高等教育出版社,2010年7月.(普通高等教育“十一五”国家级规划教材)
68. 左万利, 王英, 彭涛. 操作系统习题与实验指导(第二版), 高等教育出版社, 2013.

着作教材: 计算机操作系统教程(第3版), 高等教育出版社,2010年7月.(普通高等教育“十一五”国家级规划教材)


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