職稱：副研究員。目前的研究興趣為文本分類、情感分析、機器學習與網際網路搜尋與數據挖掘。
基本介紹
簡歷,研究方向,代表論著,國際會議論文,國際刊物論文,國內期刊論文,科研項目,所屬部門:,
簡歷
1978年10月14日生於湖南省永州市。1997年考取哈爾濱工業大學信息與計算科學專業，2001年畢業獲學士學位，同年考取該校碩士研究生，2003年畢業獲碩士學位。2003年9月於中科院計算所攻讀博士學位，2006年3月獲得博士學位。
獨立研製了高性能文本分類系統——ICTDRAP。該系統的試用版本已在網上公開發布，受到試用者的充分肯定。該系統已在大規模高速數據流過濾中得到套用。在路透社、Medline、中國數字圖書館等權威分類語料上進行的實驗表明，ICTDRAP的分類精度與目前國際上最好的SVM分類器相當，但分類速度遠遠優於SVM，因而綜合性能更佳。
近年來發表學術論文30餘篇。其中國際會議19篇，國際刊物9篇。被SCI檢索11篇，被EI檢索25篇，被ISTP檢索8篇。論文總引用次數超過200次，單篇引用超過20次的有4篇。
研究方向
文本分類、情感分析、機器學習、網際網路搜尋與數據挖掘
代表論著
國際會議論文
[19] Weifu Du, Songbo Tan, Xueqi Cheng, Xiaochun Yun: Adapting information bottleneck method for automatic construction of domain-oriented sentiment lexicon. WSDM
[18] Weifu Du, Songbo Tan: Optimizing modularity to identify semantic orientation of Chinese words. Expert Syst. Appl.
[17] Songbo Tan, Gaowei Wu, Xueqi Cheng. Enhancing the Performance of Centroid Classifier by ECOC and Model Refinement. In Proceedings of the 13th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD), 2009.
[16] Songbo Tan, Xueqi Cheng, Yuefen Wang and Hongbo Xu. Adapting Naive Bayes to Domain Adaptation for Sentiment Analysis. In Proceedings of the 31st European Conference on Information Retrieval (ECIR), 2009.
[15] Songbo Tan, Xueqi Cheng: Improving SCL Model for Sentiment-Transfer Learning. In Proceedings of the North American Chapter of the Association for Computational Linguistics - Human Language Technologies (NAACL-HLT), 2009
[14] Weifu Du, Songbo Tan. An Iterative Reinforcement Approach for Fine-Grained Opinion Mining. In Proceedings of the North American Chapter of the Association for Computational Linguistics - Human Language Technologies (NAACL-HLT), 2009
[13] Songbo Tan, Yuefen Wang, Gaowei Wu, Xueqi Cheng. Using unlabeled data to handle domain-transfer problem of semantic detection. In Proceedings of the 23rd Annual ACM Symposium on Applied Computing (ACM SAC), 2008.
[12] Songbo Tan, Yuefen Wang, Xueqi Cheng. An efficient feature ranking measure for text categorization. In Proceedings of the 23rd Annual ACM Symposium on Applied Computing (ACM SAC), 2008.
[11] Wei Liu, Songbo Tan, Hongbo Xu, Lihong Wang. Splog Filtering based on Writing Consistency. In Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence (WI), 2008.
[10] Songbo Tan, Gaowei Wu, Huifeng Tang and Xueqi Cheng. A Novel Scheme for Domain-transfer Problem in the context of Sentiment Analysis. In Proceedings of the 16th ACM International Conference on Information and Knowledge Management (ACM CIKM), 2007
[9] Songbo Tan. Using Error-Correcting Output Codes with Model-Refinement to Boost Centroid Text Classifier. In Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics (ACL), 2007.
[8] Songbo Tan, Xueqi Cheng. An Effective Approach to Enhance Centroid Classifier for Text Categorization. In Proceedings of 11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD), 2007.
[7] Songbo Tan, Yuefen Wang and Xueqi Cheng. Text Feature Ranking Based on Rough-set Theory. In Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence (WI),
[6] Songbo Tan, Xueqi Cheng, Moustafa M. Ghanem, Bin Wang, Hongbo Xu. A Novel Refinement Approach for Text Categorization. In Proceedings of the 14th ACM International Conference on Information and Knowledge Management (ACM CIKM)
[5] Songbo Tan, Xueqi Cheng, Hongbo Xu, Bin Wang, Moustafa M. Ghanem, Yike Guo. Using DragPushing to Refine Centroid Text Classifiers. In Proceedings of the 28th annual international ACM conference on Research and development in information retrieval (ACM SIGIR), 2005.
[4] Songbo Tan, Xueqi Cheng. Using Hypothesis Margin to Boost Centroid Text Classifier. In Proceedings of the 22nd Annual ACM Symposium on Applied Computing (ACM SAC)
[3] Songbo Tan. A Global Search Algorithm for Attributes Reduction. In Proceedings of the 17th Australian Joint Conference on Artificial Intelligence (AI)
[2] Songbo Tan, Jun Gu. An Efficient Rules Induction Algorithm for Rough Set Classification. In Proceedings of the 7th International Conference (DS)
[1] Songbo Tan, Jun Gu. An Efficient Learning Algorithm for Feedforward Neural Network. In Proceedings of the 9th Ibero-American Conference on AI (IBERAMIA)
國際刊物論文
[9] Huifeng Tang, Songbo Tan and Xueqi Cheng. A Survey on Sentiment Detection of Reviews. Expert Systems With Applications. Elsevier
[8] Songbo Tan, Jin Zhang. An empirical study of sentiment analysis for Chinese documents. Expert Systems With Applications. Elsevier
[7] Songbo Tan, Xueqi Cheng and Hongbo Xu. An Efficient Global Optimization Approach For Rough Set Based Dimensionality Reduction. International Journal of Innovative Computing, Information and Control (IJICIC).
[6] Songbo Tan. Large Margin DragPushing Strategy for Centroid Text Categorization. Expert Systems With Applications. Elsevier
[5] Songbo Tan. An Effective Refinement Strategy for KNN Text Classifier. Expert Systems With Applications. Elsevier
[4] Songbo Tan. Neighbor-Weighted K-Nearest Neighbor for Unbalanced Text Corpus. Expert Systems With Applications. Elsevier
[3] Songbo Tan. Binary K-Nearest Neighbor for Text Categorization. Online Information Review. Emerald.
[2] Songbo Tan, Hongbo Xu, Jun Gu. Efficient Algorithms for Attributes Reduction Problem. International Journal of Innovative Computing, Information and Control (IJICIC)
[1] Xueqi Cheng, Songbo Tan and Lilian Tang. Using DragPushing to Refine Concept Index for Text Categorization. Journal of Computer Science and Technology
國內期刊論文
[4]吳瓊,譚松波等. 基於隨機遊走模型的跨領域傾向性分析研究. 計算機研究與發展. Accepted.
[3]吳瓊,譚松波,張剛,段洣毅,程學旗. 跨領域傾向性分析相關技術研究. 中文信息學報
[2]杜偉夫,譚松波,雲曉春,程學旗. 一種新的情感辭彙語義傾向計算方法. 計算機研究與發展
[1]唐慧豐,譚松波,程學旗. 基於監督學習的中文情感分類技術比較研究. 中文信息學報
科研項目
[1] 語氣挖掘中的領域移植問題研究. 國家自然科學基金. 項目負責人
[2] WEB文本語氣挖掘研究. 院長獎科研啟動專項資金. 項目負責人
[3] 大規模文本內容計算. 973. 核心成員，負責高性能分類算法
[4] 信息的智慧型發現與跟蹤. 其他. 核心成員，負責實時過濾算法
所屬部門:
網路數據科學與工程研究中心
