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基本信息
辦公電話: 電子郵件: lpjing@bjtu.edu.cn
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教育背景與工作經(jīng)歷
教育背景
1996/09---2000/07 北方交通大學(xué) 計(jì)算機(jī)科學(xué)技術(shù) 學(xué)士/本科生
2000/09---2003/03 北京交通大學(xué) 計(jì)算機(jī)與信息技術(shù) 碩士/研究生
2003/09---2007/08 香港大學(xué) 理學(xué)院應(yīng)用數(shù)學(xué)系 博士/研究生
研究工作經(jīng)歷
2007/09---2007/12 香港浸會(huì)大學(xué) 理學(xué)院應(yīng)用數(shù)學(xué)系 博士后研究員
2008/01---2008/12 美國德州大學(xué)達(dá)拉斯分校 計(jì)算機(jī)科學(xué)系 博士后研究員
2009/07---2009/08香港浸會(huì)大學(xué) 理學(xué)院應(yīng)用數(shù)學(xué)系 訪問學(xué)者
2010/07---2010/08香港浸會(huì)大學(xué) 理學(xué)院應(yīng)用數(shù)學(xué)系 訪問學(xué)者
2011/06---2011/07香港浸會(huì)大學(xué) 理學(xué)院應(yīng)用數(shù)學(xué)系 訪問學(xué)者
2009/03---2010/11 北京交通大學(xué) 計(jì)算機(jī)與信息技術(shù)學(xué)院 講師
2010/12---至今 北京交通大學(xué) 計(jì)算機(jī)與信息技術(shù)學(xué)院 副教授
研究方向(順序不分先后)
機(jī)器學(xué)習(xí)與認(rèn)知計(jì)算
計(jì)算機(jī)技術(shù)(專業(yè)學(xué)位)
招生專業(yè)
計(jì)算機(jī)與信息技術(shù)學(xué)院:計(jì)算機(jī)科學(xué)與技術(shù)博士
計(jì)算機(jī)與信息技術(shù)學(xué)院:計(jì)算機(jī)科學(xué)與技術(shù)碩士
計(jì)算機(jī)與信息技術(shù)學(xué)院:計(jì)算機(jī)技術(shù)(專業(yè)學(xué)位)碩士
科研項(xiàng)目
基本科研業(yè)務(wù)費(fèi):高維數(shù)據(jù)子空間學(xué)習(xí)關(guān)鍵問題研究,2014-01-01--2015-12-31,8.0萬元,主持
北京市科委:基于大數(shù)據(jù)的交通計(jì)算若干問題研究,2013-11-01--2014-10-31,50.0萬元,參加
教育部:“數(shù)字媒體信息處理” 教育部創(chuàng)新團(tuán)隊(duì)-子課題5,2013-01-01--2015-12-31,10.0萬元,參加
北京交通大學(xué):中移動(dòng)大型數(shù)據(jù)中心土建造價(jià)模型,2013-10-01--2013-12-31,8.0萬元,參加
國家自然科學(xué)基金“面上”:面向高維數(shù)據(jù)挖掘的非負(fù)矩陣分解關(guān)鍵問題研究,2014-01-01--2017-12-31,80.0萬元,主持
專項(xiàng):臨床研究支撐技術(shù)與臨床科研一體化網(wǎng)絡(luò)的研究,2009-12-31--2013-12-31,20.0萬元,參加
基本科研業(yè)務(wù)費(fèi):圖像恢復(fù)與分類的優(yōu)化模型和算法研究,2013-01-22--2014-12-31,46.0萬元,參加
博士點(diǎn)基金:融合文本信息的圖像語義理解關(guān)鍵技術(shù)研究,2013-01-01--2015-12-31,12.0萬元,參加
專項(xiàng):中醫(yī)藥臨床醫(yī)療科研信息一體化,2012-01-01--2013-12-31,20.0萬元,參加
國家重點(diǎn)實(shí)驗(yàn)室計(jì)劃:高維數(shù)據(jù)聚類分析關(guān)鍵技術(shù)研究,2013-01-01--2014-12-31,2.0萬元,主持
北京交通大學(xué):海航集團(tuán)境外投資管理平臺(tái)管理實(shí)時(shí)績(jī)效技術(shù)服務(wù),2011-11-30--2012-11-30,30.0萬元,參加
專項(xiàng):基于臨床科研一體化技術(shù)平臺(tái)的中風(fēng)等疾病中醫(yī)藥臨床診療研究,2010-10-08--2012-10-31,19.0萬元,參加
北京市自然基金“面上”:復(fù)雜網(wǎng)絡(luò)聚類分析及應(yīng)用,2011-01-01--2013-12-31,11.0萬元,參加
紅果園:人機(jī)交互顯控技術(shù)研究,2011-06-01--2011-12-31,100.0萬元,參加
基本科研業(yè)務(wù)費(fèi):面向復(fù)雜網(wǎng)絡(luò)的數(shù)據(jù)挖掘理論與應(yīng)用技術(shù)研究,2011-07-01--2014-06-30,70.0萬元,參加
其它:面向機(jī)器翻譯日語漢語知識(shí)自動(dòng)獲取技術(shù)研究,2010-06-25--2011-07-31,2.0萬元,參加
國家重大專項(xiàng)(民口)-參加:中藥新藥臨床試驗(yàn)示范研究,2009-03-30--2011-12-31,50.0萬元,參加
國際科技合作計(jì)劃:面向領(lǐng)域搜索的文本挖掘技術(shù)研究,2011-04-01--2013-03-31,60.0萬元,參加
基本科研業(yè)務(wù)費(fèi):互聯(lián)網(wǎng)中話題檢測(cè)跟蹤技術(shù)研究,2011-04-01--2013-12-31,6.0萬元,主持
國家自然科學(xué)基金“重點(diǎn)”:基于認(rèn)知模型的圖像不變特征理論和關(guān)鍵技術(shù),2011-01-01--2014-12-31,90.0萬元,參加
基本科研業(yè)務(wù)費(fèi):非負(fù)矩陣分解及其在文本挖掘應(yīng)用中的研究,2010-12-10--2011-12-31,1.0萬元,主持
北京市科委:名老中醫(yī)經(jīng)驗(yàn)適宜挖掘分析方法與技術(shù)研究,2009-11-01--2011-06-30,7.1萬元,參加
教育部:查詢語義擴(kuò)展和查詢結(jié)果重構(gòu)技術(shù)研究,2010-11-01--2012-11-01,3.5萬元,主持
國家自然科學(xué)基金:第五屆粗糙集與知識(shí)技術(shù)國際學(xué)會(huì),2010-10-01--2010-12-31,4.0萬元,參加
國家重大專項(xiàng)(民口)-參加:冠心病血瘀證中藥臨床療效評(píng)價(jià)關(guān)鍵技術(shù)的研究,2010-01-01--2011-12-31,25.0萬元,參加
北京市科委:中醫(yī)臨床科研一體化完善與優(yōu)化研究,2010-01-01--2010-12-31,9.0萬元,參加
國家重大專項(xiàng)(民口)-參加:中醫(yī)藥防治艾滋病、病毒性肝炎等疾病臨床科研一體化技術(shù)平臺(tái)系構(gòu)建及應(yīng)用研究,2009-01-01--2010-12-31,100.0萬元,參加
國家自然科學(xué)基金"青年基金":文本語義模型和子空間聚類研究,2010-01-01--2012-12-31,19.0萬元,主持
教學(xué)工作
本科生課程:
Spring 離散數(shù)學(xué)II 大一下學(xué)期
研究生課程:
Spring 機(jī)器學(xué)習(xí) 研一下學(xué)期
學(xué)術(shù)成果
期刊論文
期刊論文:
1. Liping Jing, and M. Ng, Sparse label-indicator optimization methods for image classification, IEEE Trans. on Image Processing, 23(3):1002-1014, Mar. 2014 (SCI) , ISSN: 2162-237X.
2. Liping Jing, M. Ng and T. Zeng, Dictionary learning-based subspace structure identification in spectral clustering, IEEE Trans. on Neural Network and Learning Systems, 24(8):1188-1199, 2013 (SCI) , ISSN: 2162-237X.
3. Liping Jing C. Zhang and M. Ng, SNMFCA: Supervised NMF-Based Image Classification and Annotation, IEEE Trans. on Image Processing, 22(11):4508-4521, 2012 (SCI) ISSN: 1057-7149
4. Liping Jing, J. Yu, T. Zeng, and Y. Zhu, Semi-Supervised Clustering via Constrained
Symmetric Non-Negative Matrix Factorization, Proc. of BI, 309-319, Dec. 2012. (EI /ISTP) ISBN 978-3-642-35138-9
5. Liping Jing and J. Yu, Text clustering based on Granular computing and Wikipedia, Proc. of RSKT, 679-688, 2011 (EI /ISTP) ISBN 978-3-642-24424-7
6. 景麗萍, 朱巖, 于劍, 層次非負(fù)矩陣分解及在文本聚類中的應(yīng)用,計(jì)算機(jī)科學(xué)與探索, 5(10):904-913, 2011 ISSN: 1673-9418
7. Liping Jing, T. Zeng and M.K. Ng, On gene selection and classification for cancer micro data using multi-step clustering and sparse representation, Advances in adaptive data analysis,3(1):127-148, 2011. (EI) ISSN: 1793-5369
8. Liping Jing, J. Yun, J. Yu and H. Huang, High-Order Co-Clustering Text data on Semantics-based Representation Model, Proc. of PAKDD, 171-182, 2011. (EI /ISTP) ISBN 978-3-642-20840-9
9. Liping Jing and M.K. Ng, Prior Knowledge Based Mining Functional Modules from Yeast PPI Networks with Gene Ontology, BMC Bioinformatics, 11, 2010. (SCI) ISSN 1471-2105
10. Liping Jing, J. Yun, J. Yu and H. Huang, Text Clustering via Term Semantic Units, Proc. of IEEE/ACM WI-IAT, 417-420, Sep. 2010, Canada. (EI /ISTP) ISBN 978-0-7695-4191-4
11. Liping Jing, M.K.Ng and J.Z.Huang, Knowledge-based vector space model for text clustering, Knowledge and Information System, 25(1):35-55, 2010. ISSN: 0219-1377
12. Liping Jing, M.K. Ng and Y. Liu, Construction of gene networks with hybrid approach from expression profile and gene ontology, IEEE Trans. on Information Technology in Biomedicine, 14(1): 107-118, 2010. ISSN: 1089-7771
13. Liping Jing, M.K.Ng and T. Zeng, Novel hybrid method for gene selection and cancer prediction, Intl. Conf. on Computational and Systems Biology, 911-918, Penang, Malaysia, Feb.24-26, 2010. (EI )
14. 景麗萍, 惲佳麗, 于劍, 領(lǐng)域知識(shí)在文本聚類應(yīng)用中的機(jī)遇和挑戰(zhàn),計(jì)算機(jī)工程與科學(xué), 32(6): 88-91,2010. ISSN:1007-130X
15. Liping Jing and Y.K.Lau, Grannular computing for text mining: new research challenges and opportunities, Proc. of the 12th Intl. Conf. of RSFDGrC, India, Dec.16-18, pp.478-485, 2009. ISBN 978-3-642-10645-3
16. Liping Jing, J. Li, Y. Cheung, M.K. Ng and J.Z. Huang, SMART: a subspace clustering algorithm that automatically identifies the appropriate number of clusters, International journal of data mining, modeling and management, 1(2):149-177, 2009. ISSN: 1759-1163
17. Liping Jing, Y. Liu and P. Bachman, Hybrid approach to inferring gene networks with expression profile and gene ontology, The international association science and technology for development, Computational biology and bioinformatics (IASTED CBB), full paper, Orland, FL, USA, Nov. 2008.
18. Liping Jing, Michael K. Ng and Z. Huang, Soft subspace clustering for high-dimensional data, Chapter in Book: Encyclopedia of Data Warehouse and Mining, Publisher: information science reference, ISBN: 9781605660103, 2008. (Book Chapter)
19. Liping Jing, Michael K. Ng, and Joshua Z. Huang, An entropy weighting k-means algorithm for subspace clustering of high-dimensional sparse data, IEEE transaction on knowledge and data engineering (TKDE), 19(8), 1026-1041, 2007. (SCI) ISSN: 1558-2191
20. Liping Jing, Michael K. Ng, and Joshua Z. Huang, A text clustering system based on k-means type subspace clustering and ontology, International Journal of Intelligent Technology (IJIT), v1(2), 91-103,1092-1104,2006. ISSN: 1305-6417
21. Liping Jing, L. Zhou, Michael K. Ng, and Joshua Z. Huang, Ontology-based distance measure for text clustering, the 6th SIAM International conference on data mining (SDM), 2006.
22. Liping Jing, Michael K. Ng, J. Xu, and Joshua Z. Huang, On the performance of feature weighting k-means for text subspace clustering, The 6th International conference on web-age information management (WAIM), 502-512, 2005. (SCI) ISBN 3-540-35225-2
23. 景麗萍, 高陽, 吳國寶, 黃哲學(xué), 李俊杰, 基于k-means特征加權(quán)算法的大規(guī)模文本數(shù)據(jù)子空間聚類,計(jì)算機(jī)研究與發(fā)展, 42:85-90, 2005. ISSN:1000-1239
24. Liping Jing, Joshua Z. Huang, Michael K. Ng, J. Xu, Subspace clustering of text documents with feature weighting k-means algorithm, The 9th Pacific-Asia conference on knowledge discovery and data mining (PAKDD), 802-812, 2005. (SCI) ISBN 3-540-26076-5
25. Liping Jing, Joshua Z. Huang, Michael K. Ng, and H. Rong, A feature weighting approach to building classification models by interactive clustering, Modeling decisions for artificial intelligence (MDAI), 284-294, 2004. (SCI) ISBN 3-540-22555-2
26. Liping Jing, H. Huang, and H. Shi, Improved feature selection approach TFIDF in text mining, The international conference on machine learning and cybernetics (ICMLC), v1-4, 944-946, 2002.(EI)
會(huì)議論文:
27. C. Shen, M. Ng and Liping Jing, Sparse-MIML: A sparsity-based multi-instance multi-learning algorithm, Proc. of EMMCVPR, 2013. ISSN:0302-9743
28. G. Tian and Liping Jing, Recommending scientific articles using bi-relational graph-based iterative RWR, Proc. of the 7th ACM conf. on Recommender Systems, 399-402, HongKong, 2013. ISBN 978-1-4503-2409-0
29. Q. Li, Liping Jing and J. Yu, Adaptive graph constrained NMF for semi-supervised learning, Proc. of PSL, 2013. ISSN:0302-9743
30. Y. Zhu, J. Yu, Liping Jing(corresponding author), A novel semi-supervised learning framework with simultaneous text representing, Knowledge and Information Systems, 34(3): 547-562, 2013 (SCI) ISSN: 0219-1377.
31. 楊柳, 于劍, 景麗萍*, 一種自適應(yīng)的大間隔近鄰分類算法, 計(jì)算機(jī)研究與發(fā)展, 50(11): 2269-2277, 2013. ISSN:1000-1239
32. J. Yun, Liping Jing, J. Yu and H. Huang, A multi-layer text classification framework based on two-level representation model, Expert system with applications, 39(2):2035-2046, 2012 (SCI) ISSN: 0957-4174
33. 朱巖, 景麗萍*, 于劍, 一種利用近鄰和信息熵的主動(dòng)文本標(biāo)注方法, 計(jì)算機(jī)研究與發(fā)展, 49(6):1306-1312, 2012. (EI) ISSN:1000-1239
34. Y. Zhu, Liping Jing and J. Yu, Text clustering via constrained nonnegative matrix factorization, Proc. of ICDM, 1278-1283, Dec. 2011. (EI /ISTP) ISBN 978-0-7695-4408-3
35. K. Tian and Liping Jing, Sparse representation-based gene selection for cancer prediction, Proc. of BMEI, 1801-1805, 2011. (EI /ISTP) ISBN 978-1-4577-1447-4
36. J. Yun, Liping Jing, J. Yu, and H. Huang. Document Topic Extraction based on Wikipedia Category. Proceeding of the International Joint Conference on Computational Sciences and Optimization (CSO 2011), 852-856, 2011,4 (EI/ISTP) ISBN 978-0-7695-4335-2
37. J.Yun, Liping Jing, H. Huang, and J. Yu. Multi-view LDA for Semantics-based Document Representation. Journal of Computational Information Systems. 7(12), 2011 (EI) ISSN:1553-9105
38. J. Yu and Liping Jing, Least absolute deviation cut, Proc. of RSKT, 743-752, 2011 (EI /ISTP) ISBN 978-3-642-24424-7
39. J. Yun and Liping Jing, J. Yu and H. Huang, Unsupervised Feature Weighting based on Local Feature Relatedness, Proc. of PAKDD, 38-49, 2011. (EI /ISTP) ISBN 978-3-642-20840-9
40. J. Yun and Liping Jing, Semantics-based representation model for multi-layer text classification, Proc. of KES, Part II, 1-10, 2010. (EI /ISTP) ISBN: 978-1-4244-8334-1
41. W. Xu and Liping Jing, Knowledge-based spatio-temporal data mining framework, Proc. of Cross-Strait Conf. on Information Science and Technology, 386-389, Jul.2010. ISBN: 978-1-935068-15-0
42. Y. Zhu, Liping Jing, J. Yu, New labeling strategy for semi-supervised document categorization, Proc. of the 3rd Intl. Conf. of KSEM, Vienna, Austria, Nov.25-27, 134-145, 2009. (EI, ISTP) ISBN 978-3-642-10487-9
43. M. K. Ng and Liping Jing, A new fuzzy k-modes clustering algorithm for categorical data, International journal of granular computing, rough sets and intelligent systems, 1(1):105-119, 2009. ISSN: 1757-2703
44. K. Yip, L. Cheung, D. Cheung, Liping Jing and Michael K. Ng, A Semi-supervised Approach to Projected Clustering with Applications to Micro Data, International Journal of Data Mining and Bioinformatics (IJDMB), 3(3):229-259, 2009. (SCI)
45. Y. Liu, W. Li, Y. Lin and Liping Jing, Spectral Geometry for Simultaneously Clustering and Ranking Query Search Results, The 31st annual international ACM SIGIR conference, Singapore , Jul., 2008.
46. X. Zhang, Liping Jing, X. Hu, Michael K. Ng, J. Xia and X. Zhou, Medical document clustering using ontology-based term similarity measures, International Journal of data warehousing & mining (IJDWM), 4(1), 62-73, 2008. (SCI)
47. X. Zhang, Liping Jing, X. Hu, Michael K. Ng, and X. Zhou, A comparative study of ontology based term similarity measures on PubMed document clustering, Database systems for advanced applications (DASFAA), 2007. (SCI)
48. Joshua Z. Huang, Michael K. Ng, and Liping Jing, Text clustering: algorithms semantics and systems, Tutorial on the 10th Pacific-Asia conference on knowledge discovery and data mining (PAKDD), 2006. (Conference Tutorial)
49. X. Zhang, Joshua Z. Huang, D. Qian, J. Xu, and Liping Jing, Supplier categorization with k-means type subspace clustering, The 8th Asia Pacific web conference (APWeb), 2006. (SCI)
50. H. Shi, Z. Wang, H. Huang, and Liping Jing, Text classification based on the TAN model, The 17th IEEE Region 10 international conference on computers, communications, control and power engineering (ICCCPE), v1, 43-46, 2002. (EI)
獲獎(jiǎng)與榮譽(yù)
北京交通大學(xué) 破格晉升教授 2014
北京交通大學(xué) 青年英才I類計(jì)劃 2014.12 - 2017.12
北京交通大學(xué) 2013年度握奇獎(jiǎng)教金
北京交通大學(xué) 2012年度優(yōu)秀研究性教學(xué)訓(xùn)練載體 《離散數(shù)學(xué)》
北京交通大學(xué) 紅果園雙百人才D類計(jì)劃 2010-2013
北京交通大學(xué) 2010年青年教師教學(xué)基本功大賽三等獎(jiǎng)
北京交通大學(xué) 計(jì)算機(jī)學(xué)院 2009年度科研三等獎(jiǎng) 2013年度科研三等獎(jiǎng)
北京交通大學(xué) 計(jì)算機(jī)學(xué)院 2011年度論文獎(jiǎng) 2013年度論文獎(jiǎng) 北京交通大學(xué) 2013年度握奇獎(jiǎng)教金北京交通大學(xué) 2013年度握奇獎(jiǎng)教金
社會(huì)兼職
中國人工智能學(xué)會(huì)機(jī)器學(xué)習(xí)專委會(huì)委員
國內(nèi)期刊:計(jì)算機(jī)學(xué)報(bào)、軟件學(xué)報(bào)、中國科學(xué)雜志審稿人
國際期刊:IEEE TNNLS,Knowledge-based systems, Knowledge and information systems,JSW,IJDMMM等審稿人
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