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數據庫與WEB智能

彭濤


基本情況
姓名： 彭濤
性别： 男
職稱： 教授
是否博導： 是
最高學曆： 研究生
最高學位： 博士
Email： tpeng@jlu.edu.cn
備注：
詳細情況
所在學科專業： 計算機軟件與理論
所研究方向：

人工智能、機器學習、自然語言處理、數據挖掘、深度學習、大數據分析、信息檢索
講授課程： 《自然語言處理》（）
《多核程序設計》（課程鍊接）
《網絡⚜⭐〰✝引擎技術》（課程鍊接）
《操作系統實驗》（課程鍊接）
教育經曆： 2007.6 畢業于伟德国际BETVlCTOR獲博士學位
工作經曆： 2007.6-       伟德国际BETVlCTOR
2012.5-2013.5 美國University of Illinois at Urbana-Champaign計算機系博士後
科研項目：

作為項目負責人承擔并完成了國家自然科學基金(青年基金)等5項科研項目。
作為項目組主要成員參與并完成國家自然科學基金等6項科研項目。

負責完成國家自然科學基金等多個科研項目。

在研課題：

國家自然基金委面上項目：異質網絡環境下動态知識圖譜構建技術研究

吉林省科技發展計劃項目（重點研發）：基于知識圖譜的智能交互應用系統研發

 
學術論文：

      

2013年以來部分論文：      

  • Ridong Han, Tao Peng*, Jiayu Han, Hai Cui, Lu Liu. Distantly Supervised Relation Extraction via Recursive Hierarchy-Interactive Attention and Entity-Order Perception. Neural Networks, 152: 191-200, 2022. (SCI) (CCF推薦期刊)

  • Yue Zhang, Tao Peng (通訊作者), Ridong Han, Jiayu Han, Lin Yue, Lu Liu. Synchronously Tracking Entities and Relations in a Syntax-Aware Parallel Architecture for Aspect-Opinion Pair Extraction. Applied Intelligence. Published Online 2022. DOI: 10.1007/s10489-022-03286-w. (SCI) (CCF推薦期刊)

  • Feng Xiao, Lu Liu, Jiayu Han, Degui Guo, Shang Wang, Hai Cui and Tao Peng (通訊作者). Meta-learning for few-shot time series forecasting. Journal of Intelligent & Fuzzy Systems, 43: 325-341, 2022.

  • Wenfei Hu, Lu Liu, Yupeng Sun, Yu Wu, Zhicheng Liu, Ruixin Zhang, Tao Peng（通訊作者）. NLIRE: A Natural Language Inference Method for Relation Extraction. Journal of Web Semantics. 72: 100686. 2022. (SCI) (CCF推薦期刊)

  • Tao Peng, Ridong Han, Hai Cui, Lin Yue, Jiayu Han, Lu Liu. Distantly Supervised Relation Extraction using Global Hierarchy Embeddings and Local Probability Constraints. Knowledge-Based Systems. 235: 107637. 2022. (SCI) (CCF推薦期刊，中科院一區)

  • 王乃钰，葉育鑫，劉露，鳳麗洲，包鐵，彭濤(通訊作者). 基于深度學習的語言模型研究進展[J]. 軟件學報,2021,32(04):1082-1115.

  • Hai Cui, Tao Peng (共同一作), Lizhou Feng, Tie Bao, Lu Liu. Simple Question Answering over Knowledge Graph Enhanced by Question Pattern Classification. Knowledge and Information Science. 63(10): 2741-2761, 2021. (SCI) (CCF 推薦期刊)

  • 彭濤,韓日東,包鐵,崔海. 一種基于關系層級交互的遠程監督關系抽取方法及系統. 中國，公開号：CN113486180A.公開日：2021.10.08.

  • 王磊, 劉露, 牛亮, 胡封晔, 彭濤(通訊作者). 基于關系觸發詞與單層GRU模型的關系抽取方法[J]. 伟德国际BETVlCTOR學報(理學版), 2020, 58(1): 95-103.

  • 劉露, 胡封晔，牛亮，彭濤(通訊作者). 異質網絡中基于節點影響力的相似度度量方法. 電子學報, 47(9): 1926-1936, 2019. (EI)

  • 彭濤，崔海，包鐵，韓日東，于洪江. 一種智能問答方法和系統. 中國, 公開号：CN110399457A. 公開日：2019.11.01.

  • 彭濤，包鐵，葛亮，周世奇，劉露. 一種面向汽車領域知識圖譜的構建方法及系統. 中國，公開号：CN110245239A. 公開日：2019.09.17

  • Lu Liu, Wanli Zuo, Jiayu Han, Tao Peng(通訊作者). DEDSC: A Domain Expert Discovery Method Based on Structure and Content. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 26(4): 583-599, 2018. (SCI) (CCF 推薦期刊)

  • Lu Liu, Wanli Zuo, Tao Peng(通訊作者). A Reliability and Link Analysis Based Method for Mining Domain Experts in Dynamic Social Networks. Journal of Intelligent and Fuzzy Systems, 34(4): 2061-2073, 2018. (SCI)

  • 彭濤, 楊妮亞, 徐原博, 王冰冰, 劉露. 雙類型異質網中基于排序和聚類的離群點檢測方法.電子學報, 46(2): 281-288, 2018.(EI)

  • 謝文慧, 易榮慶, 彭濤(通訊作者). 基于鍵盤距離和依存分析的拼寫糾錯方法[J]. 伟德国际BETVlCTOR學報(理學版), 2018, 56(5): 1179-1186.

  • 楊妮亞(指導的研究生), 彭濤, 劉露. 基于聚類和決策樹的鍊路預測方法. 計算機研究與發展, 54(8): 1795-1803, 2017. (EI)

  • 王岩(指導的研究生)，彭濤，韓佳育，劉露. 一種基于密度的分布式聚類方法. 軟件學報，28(11): 2836-2850, 2017. (EI).

  • Lu Liu, Wanli Zuo, Tao Peng(通訊作者). Structure2Content: An Incremental Method for Detecting Outlier Correlation in Heterogeneous Network. International Journal of Software Engineering and Knowledge Engineering. 27(7): 1013-1032, 2017. (SCI)(CCF 推薦期刊)

  • Lin Guo, Wanli Zuo, Tao Peng. Inference Network Building and Movements Prediction Based on Analysis of Induced Dependencies. IET SOFTWARE, 11(1): 12-17, FEB 2017. (SCI) (CCF 推薦期刊)

  • 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類期刊)

  • 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)

  • 劉露,左萬利,彭濤*. 異質網中基于張量表示的動态離群點檢測方法. 計算機研究與發展, 53(8): 1729-1739, 2016.

  • 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)

  • 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.

  • 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)

  • 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)

  • 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)

  • Tao Peng, Lu Liu. Incremental Conceptual Hierarchical Text Clustering Using CFu-tree. Applied Soft Computing, Volume 27, 269-278, Feb 2015. (SCI) (WOS:000346856600023)

  • 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)

  • 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)

  • Tao Peng, Lu Liu. Focused Crawling Enhanced by CBP-SLC. Knowledge-Based Systems. 51:15-26, October 2013. (SCI) (WOS: 000324363700002)

  • 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)

  • 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)

  • 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).

  • 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)

  • 劉露,彭濤*,左萬利,戴耀康. 一種基于聚類的PU主動文本分類方法. 軟件學報, 24(11): 2571-2583, 2013. (EI: 20140117166608)

  • 國琳, 左萬利, 彭濤. 基于隸屬度的社會化網絡重疊社區發現及動态集群演化分析，電子學報. Vol. 44 (3): 587-594, 2016.

  • 彭濤, 戴耀康, 朱楓彤, 張邦佐，劉露，闫昭，錢鋒. 一種基于規則的非監督詞性标注方法. 伟德国际BETVlCTOR學報（理學版）, 53(5)：956-962，2015.

  • 王俊華, 左萬利*, 彭濤. 面向文本的本體學習方法研究. 伟德国际BETVlCTOR學報(工學版). 45(1): 236-244, 2015. (EI: 20150600488018)

  • 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)

  • Wanli Zuo, Jiayu Han, Lu Liu, Ying Wang and Tao Peng*. Incremental User Interest Mining based on Artificial Immune Algorithm. CCDM2014.

 

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