Rong Yan

Intelligent Information Management Dept.
IBM TJ Watson Research Center
19 Skyline Dr., Hawthorne, NY, 10532
Office: (914)-784-7142

E-mail address: yanrong at gmail dot com

 

I’ve got my PhD degree from Language Technologies Institute, School of Computer Science of Carnegie Mellon University in Oct. 2006.
I am now with IBM TJ Watson Research center as a research staff member.

My current project is IBM Multimedia Analysis and Retrieval (iMARS) (demo), which won the 2004 Wall Street Journal Innovation Award (Multimedia category).
Research interests: multimedia information retrieval, data mining, machine learning, video content analysis and computer vision
Dissertation: abstract (.txt), summary (.ps, .pdf), full thesis (.ps, .pdf) 

I am recently interested in developing large-scale / efficient machine learning, information retrieval and media analysis algorithms / systems for massive data collections.
I’ve also been working on multiple analytic platforms, e.g., Hadoop, IBM Infosphere-Stream, UIMA

What’s New

Selected Recent Publications [Full List]

 Rong Yan, Marc-Olivier Fleury, Michele Merler, Apostol Natsev, John R. Smith, Large-Scale Multimedia Semantic Concept Modeling using Robust Subspace Bagging and MapReduce, In ACM Multimedia, Workshop LS-MMRM’09

 Rong Yan, Jian Zhang, Transfer Learning using Task-Level Features with Application to Information Retrieval, In Twenty-first International Joint Conference on Artificial Intelligence (IJCAI), 2009

 Michele Merler, Rong Yan, John R. Smith, Imbalanced RankBoost for Efficiently Ranking Large-Scale Image/Video Collections,  In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2009

Deepak S. Turaga, Brian Foo, Olivier Verscheure and Rong Yan, Configuring Topologies of Distributed Semantic Concept Classifiers for Continuous Multimedia Stream Processing, In ACM Multimedia, 2008

Rong Yan, Apostol Natsev, Murray Campbell, A Learning-based Hybrid Tagging and Browsing Approach for Efficient Manual Image Annotation, In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2008.

Rong Yan, Jelena Tesic and John R. Smith, Model-Shared Subspace Boosting for Multi-label Classification, In ACM SIGKDD international conference on Knowledge discovery and data mining (KDD), 2007

Jun Yang, Rong Yan, Alexander G. Hauptmann, Cross-Domain Video Concept Detection Using Adaptive SVMs, In ACM Multimedia, 2007.

Jian Zhang and Rong Yan, On the Value of Pairwise Constraints in Classification and Consistency, In International Conference on Machine Learning (ICML), 2007.

Rong Yan and Alexander G. Hauptmann, Probabilistic Latent Query Analysis for Combining Multiple Retrieval Sources, In ACM SIGIR, 2006

Rong Yan, Jian Zhang, Jie Yang and Alexander G. Hauptmann, A Discriminative Learning Framework with Pairwise Constraints for Video Object Classification, In IEEE Transaction on Pattern Analysis and Machine Intelligence 28, 2006  

 

Professional services

 Tutorial, “Large-scale data mining: MapReduce and beyond”, in ICDM’09, with Jimeng Sun and Spiros Papadimitriou

Tutorial, “Content-based and Concept-based Retrieval for Large-Scale Image/Video Collections” in ACM Multimedia’09, with Winston Hsu (reviews)
Tutorial, “Content-based and Semantic-based Image/Video Retrieval” in ICASSP’09, with Winston Hsu
Tutorial, “Content-based and Semantic-based Image/Video Retrieval” in SIGIR’08, with Winston Hsu
Tutorial, “Recent Developments in Content-based and Concept-based Image/Video Retrieval” in ACM Multimedia’08, with Winston Hsu

Panelist, NSF CAREER proposal review panel
External Reviewer, Hong Kong Research Council / Nanyang Technological University Research Council
Workshop Co-Chair, ACM Workshop on “Large-scale Multimedia Retrieval and Mining”, 2009

Special Session Co-Chair, "Knowledge Discovery over Community-Sharing Media – from Signal to Intelligence" in ICME 2009

Publication Co-Chair, IEEE International Conference on Multimedia and Expo, 2009
Co-Chair, Best Paper award in International Symposium on Multimedia (ISM), 2009
Co-Chair, Industrial program in International Symposium on Multimedia (ISM), 2008
Co-Chair, VideOlympics showcase event in ACM CIVR'07-'09

Program committee member for AAAI, 2010
Program committee member for ACM Multimedia 2007-09
Program committee member for WWW, 2010
Program committee member for ACM International Conference on Image and Video Retrieval (CIVR), 2007-09
Program committee member for International Conference on Multimedia and Expo (ICME), 2006-09
Program committee member for ACM SIGIR Conference, 2007-09
Program committee member for Conference on Information and Knowledge Management (CIKM) 2008-09
Program committee member for European Conference on Information Retrieval (ECIR), 2008
Program committee member for International Conference on Semantic and Digital Media Technologies (SAMT), 2008-09
Program committee member for International Conference on Semantic Computing (ICSC), 2009
Reviewers for IEEE ICASSP, 2009 - 10
Reviewers for ACM SIGCHI, 2008 - 09
Conference Reviewer: CVPR’04/’05/’06, ECCV’06, ICCV’03, ACCV’03, ICIP’04, ICPR’06, ACM Multimedia’04/’05, MMSP’05, CIVR’06, …
Journal Reviewer: IEEE Trans. on PAMI, IEEE Trans. on Neural Network, IEEE Trans. on Image Processing, IEEE Trans. on Multimedia, IEEE Trans. on TKDE, IEEE Trans. on SMC-B, Multimedia System Journal, Information Retrieval, Pattern Analysis and Applications, EUSAIP Image and Video Processing, Journal of Multimedia, Visual Computer…

Personal Info

 

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Last modified: Apr. 5, 2009