Yunsong Guo

PhD Student

Department of Computer Science

Cornell University

Email : guoys [at] cs [dot] cornell [dot] edu

I am a third year PhD student at Cornell University. I am interested in Machine Learning and Combinatorial Optimization.
My thesis committee: Bart Selman, Thorsten Joachims, David Williamson

A recent Resume/CV

List of Refereed Conference and Journal Publications

15. Yunsong Guo, Bart Selman, "ExOpaque: A Framework to Explain Opaque Machine Learning Models Using Inductive Logic Programming", The 19th IEEE international Conference on Tools with Artificial Intelligence (ICTAI07), 2007. [PDF]

14. Nam Nguyen, Yunsong Guo, "Comparison of  Sequence Labeling Algorithms and Extensions",  The 24th International Conference on Machine Learning (ICML07), 2007.  [PDF]

13. Y. Guo, Y. Li, A. Lim, B. Rodrigues, “Tariff Concessions in Production Sourcing”, European Journal on Operational Research (EJOR), accepted Mar 2007 [PDF]

12. Y. Guo, A. Lim, B. Rodrigues, S. Yu, “Machine Scheduling Performance with Maintenance and Failure”, Mathematical And Computer Modelling, accepted [PDF]

11. Y. Guo, A. Lim, B. Rodrigues and L. Yang, "Minimizing the Makespan for Unrelated Parallel Machines", International Journal of Artificial Intelligence Tools, accepted [PDF]

10. Y. Guo, A. Lim, B. Rodrigues, J. Tang, “Using A Lagrangian Heuristic for A Combinatorial Auction Problem” (Journal Version), International Journal of Artificial Intelligence Tools, accepted [PDF]

9. Y. Guo, A. Lim, B. Rodrigues and Y. Zhu, "Carrier Assignment Models In Transportation Procurement”, Journal of Operations Research Society (JORS) accepted Sep 2005 [PDF]

8. Y. Guo, Y. Li, A. Lim, B. Rodrigues, “A Multi-Exchange Heuristic to Production Line Design under Free Trade Agreement”, 18th Australian Joint Conference on Artificial Intelligence(AI2005), Sydney, Australia, December 2005, accepted [PDF]

7. Y. Guo, A. Lim, B. Rodrigues and J. Tang, " Using A Lagrangian Heuristic For A Combinatorial Auction Problem", 17th International Conference on Tools with Artificial Intelligence (ICTAI 2005), Hong Kong, China, November 2005 [PDF]

6. Y. Guo, A. Lim, B. Rodrigues and Y. Zhu, "Heuristics for A Bidding Problem", Computers & Operations Research, Research Volume 33(8) (2006) pp. 2179 - 2188 [PDF]

5. Y. Guo, A. Lim, B. Rodrigues and Y. Zhu, "A Non-exact Approach and Experiment Studies on the Combinatorial Auction Problem", 38th Hawaii International Conference on System Sciences (HICSS-38), Big Island, Hawaii, U.S.A., January 2005 [PDF]

4. P. Chen, Y. Guo, A. Lim, and B. Rodrigues, "Multi-Crossdocks with Inventory and Time Windows", Computers & Operations Research, In press [PDF]

3. Y. Guo, A. Lim, B. Rodrigues and S. Yu, "Minimizing total flow time in single machine environment with release time: an experimental analysis", Computers & Industrial Engineering, 47(2-3), 123-140 [PDF]

2. Y. Guo, A. Lim, B. Rodrigues and Y. Zhu, "Heuristics for a Brokering Set Packing Problem", 8th International Symposium on Artificial Intelligence and Mathematics (AIMA 2004), Fort Lauderdale, Florida, U.S.A., January 2004 [PDF]

1. Y. Guo, A. Lim, B. Rodrigues and Y. Zhu, "Transportation Bid Analysis Optimization with Shipper Input", 15th International Conference on Tools with Artificial Intelligence (ICTAI 2003), Sacramento, CA, U.S.A., November 2003 [PDF]

 

Work in Progress

1.    “Learning Distance Metric for K-Nearest Neighbors”, with Nam Nguyen.

2.  "Estimating Publisher Quality in Online Advertising", with Rajesh Shenoy and Tak Yan.

      3.  "Bagged, Boosted and Search-Based Structural Learning Ensemble for Sequence Labeling Problems", with Nam Nguyen and Bart Selman.

      4.  "USPTO Patents as A Huge Information Network", with Carla Gomes.

Draft versions of the above papers are available upon email request.

 

Updated Oct-07