Zhi-Yong Shen

Researcher
Beijing

Biography

Dr. Zhiyong Shen, who obtained a Ph.D. in State Key Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences in 2009, is currently employed as a Researcher in the Hewlett-Packard Labs, China. He received his B.S. degree in statistics from Department of Probabilities and Statistics, School of Mathematics Sciences, Peking University in 2003. His research areas include data mining and machine learning.

 

Research interests

  • Algorithmic IP Lookup
  • Probabilistic graphical models (topic modeling)
  • Clustering
  • Collaborative filtering
  • Transfer learning

Publications

  • Zhuang, F.Z.,  Luo, P., Shen, Z.Y., Xiong, Y.H., He, Q., Shi, Z.Z., Xiong, H. (2011) Mining Distinction and Commonality across Multiple Domains using Generative Model for Text Classification. IEEE Transactions on Knowledge and Data Engineering (TKDE11)
  • Ma, X.D., Luo, P., Zhuang, F.Z., He, Q., Shi, Z.Z., Shen, Z.Y. (2011) Combining Supervised and Unsupervised Models via Unconstrained Probabilistic Embedding. International Joint Conference on Artificial Intelligence(IJCAI11)
  • Shen, Z. Y., Du, L., Shen, X.K., Shen, Y.D (2010) Interval-valued Matrix Factorization with Applications the 10th IEEE International Conference on Data Mining, to appear (ICDM10)
  • Shen, Z. Y., Luo, P, Yang, S.W., Shen, X.K. (2010)Topic Modeling Ensembles. the 10th IEEE International Conference on Data Mining, to appear (ICDM10)
  • Zhuang, F.Z, Luo, P, Shen, Z. Y., Xiong, Y.H, He, Q, Shi, Z.Z (2010) D-LDA: A Topic Modeling Approach without Constraint Generation for Semi-Defined Classification .the 10th IEEE International Conference on Data Mining, to appear (ICDM10)
  • Sun, J, Zhao, W. B, Xue, J. W, Shen, Z. Y., and Shen, Y. D (2010) Clustering with Feature Order Preferences. Journal of Intelligent Data Analysis
  • Zhuang, F.Z, Luo, P, Shen, Z. Y., Xiong, Y.H, He, Q, Shi, Z.Z, Xiong, H (2010) Collaborative Dual-PLSA: Mining Distinction and Commonality across Multiple Domains for Classification. The 19th ACM International Conference on Information and Knowledge Management, to appear (CIKM10)
  • Shen, Z. Y., Luo, P, Xiong, Y. H, Sun, J and Shen, Y. D (2009) Topic Modeling for Sequences of Temporal Activities. the Ninth IEEE International Conference on Data Mining, 980-985 (ICDM09 )
  • Sun, J, Shen, Z. Y., and Shen, Y. D (2009) Regularized Local Reconstruction for Clustering The 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining, 110-121 (PAKDD09)
  • Sun, J, Shen, Z. Y., and Shen, Y. D (2008) Clustering with Feature Order Preferences the Tenth Pacific Rim International Conference on Artificial Intelligence, 382-393 (PRICAI08, Best student paper runner up)
  • Shen, Z. Y., Sun, J and Shen, Y. D (2008) Collective Latent Dirichlet Allocation the Eighth IEEE International Conference on Data Mining, 1019-1024 (ICDM08)
  • Sun, J, Shen, Z. Y., Li, H and Shen, Y. D (2008) Clustering Via Local Regression. Machine Learning and Knowledge Discovery in Databases, European Conference, 456-471 (ECML/PKDD08 )
  • Shen, Z. Y., Li, M., Sun, J. and Shen, Y. D. (2008) R-map: Mapping Categorical Data for Clustering and Visualization based On Reference Sets. The 12th Pacific-Asia Conference on Knowledge Discovery and Data Mining, 992-998 (PAKDD08)
  • Shen, Y. D., Shen, Z. Y., Zhang, S. M. and Yang, Q. (2004) Cluster Cores-based Clustering for High Dimensional Data . The Fourth IEEE International Conference on Data Mining, 519-522 (ICDM04)