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姓名:靳晓明

职务:副教授

电话:62795396

联系方式:xmjin@tsinghua.edu.cn

2003年获计算机应用技术专业博士学位,现任教于清华大学软件学院。研究领域包括机器学习、数据挖掘、互联网数据与流数据的管理与挖掘等。在相关会议、期刊发表论文40余篇。作为项目负责人完成国家自然科学基金项目3项,参与完成多项课题。担任KDD (2010、2012-2016)、WSDM 2016、IJCAI 2015、ADKDD (2007、2014) 程序委员、IEEE ICMLC 2003程序委员会模式识别组联合主席等。获清华大学青年教师教学优秀奖、教学成果奖等奖项。所授机器学习与知识发现课程入选清华大学精品课程。

 

讲授课程:

高级数据结构(本科)

机器学习与知识发现(研究生)

学术成果

1.         Z. Zhang, X. Jin, L. Li, G. Ding, Q. Yang. Multi-Domain Active Learning for Recommendation. Proc. 30th AAAI Conf. on Artificial Intelligence (AAAI). 2016.
2.         Y. Guo, G. Ding, Y. Wang, X. Jin. Active Learning with Cross-class Knowledge Transfer. Proc. 30th AAAI Conf. on Artificial Intelligence (AAAI) 2016.
3.         Y. Guo, G. Ding, X. Jin, J. Wang. Transductive Zero-shot Recognition via Shared Model Space Learning. Proc. 30th AAAI Conf. on Artificial Intelligence (AAAI) 2016.
4.         C. Wan, X. Jin, G. Ding, D. Shen. Gaussian Cardinality Restricted Boltzmann Machines. Proc. 29th AAAI Conf. on Artificial Intelligence (AAAI). 2015.
5.         Y. Guo, G. Ding, X. Jin, J. Wang. Learning Predictable and Discriminative Attributes for Visual Recognition. Proc. 29th AAAI Conf. on Artificial Intelligence (AAAI). 2015.
6.         W. Cheng, X. Jin, J. Sun, X. Lin, X. Zhang, W. Wang. Searching Dimension Incomplete Databases. IEEE Transactions on Knowledge and Data Engineering (TKDE). 26(3): 725-738, 2014.
7.         T. Wang, X. Jin, X. Ding, X. Ye. User Interests Imbalance Exploration in Social Recommendation: A Fitness Adaptation. CIKM 2014.
8.         F. Xia, N. Chen, J. Zhu, A. Zhang, X. Jin. Max-margin latent feature relational models for entity-attribute networks. IJCNN 2014.
9.         S. Zhang, X. Jin, D. Shen, B. Cao, X. Ding, X. Zhang. Short text classification by detecting information path. CIKM 2013.
10.      X. Ding, X. Jin, Y. Li, L. Li. Celebrity Recommendation with Collaborative Social Topic Regression. Proc. 23th Intl. Joint Conf. on Artificial Intelligence (IJCAI). 2013.
11.      N. Zheng, X. Jin, L. Li. Cross-Region Collaborative Filtering for New Point-of-Interest Recommendation. Proc. 22nd Intl. World Wide Web Conf. (WWW). Poster Track. 2013.
12.      X. Zhang, X. Jin, L. Li. Learning Multilingual Concepts from Unaligned Web Documents by Exploring Associating Images. Proc. 22nd Intl. World Wide Web Conf. (WWW). Poster Track. 2013.
13.      L. Li, X. Jin, S. Pan, J. Sun. Multi-Domain Active Learning for Text Classification. Proc. 18th ACM SIGKDD Intl. Conf. on Knowledge Discovery and Data Mining (KDD). 2012.
14.      L. Li, X. Jin, M. Long. Topic Correlation Analysis for Cross-Domain Text Classification. Proc. 26th AAAI Conf. on Artificial Intelligence (AAAI). 2012.
15.      X. Wang, X. Jin, M. Chen, K. Zhang, D. Shen. Topic mining over asynchronous text sequences. IEEE Transactions on Knowledge and Data Engineering (TKDE), 24(1), 2012.
16.      M. Chen, X. Jin, D. shen. Short Text Classification Improved by Learning Multi-Granularity Topics. Proc. 22th Intl. Joint Conf. on Artificial Intelligence (IJCAI). 2011.
17.      M. Long, W. Cheng, X. Jin, J. Wang, D. Shen. Transfer Learning via Cluster Correspondence Inference. Proc. 10th IEEE Intl. Conf. on Data Mining (ICDM). 2010.
18.      W. Cheng, X. Jin, J. Sun. Probabilistic Similarity Query on Dimension Incomplete Data. Proc. 9th IEEE Intl. Conf. on Data Mining (ICDM). 2009.
19.      Y. Zhang, X. Jin. Concept Sampling: Towards Systematic Selection in Large-Scale Mixed Concepts in Machine Learning. Proc. 20th Intl. Joint Conf. on Artificial Intelligence (IJCAI). 2007.
20.      X. Jin, X. Zuo, K. Lam, J. Wang, J. Sun. Efficient Discovery of Emerging Frequent Patterns in Arbitrary Windows on Data Streams. Proc. 22nd Intl. Conf. on Data Engineering (ICDE). 2006.
21.      X. Jin, Y. Lu, C. Shi. Similarity Measure Based on Partial Information of Time series. Proc. 8th ACM SIGKDD Intl. Conf. on Knowledge Discovery and Data Mining (KDD). 2002.