Publications

with S.-H. Chiang, "Design and Potential Performance of Goal-oriented Job Scheduling Policies for Parallel Computer Workloads", (to appear) IEEE Transactions on Parallel and Distributed Systems.
"Goal-oriented Job Scheduling for Parallel Computer Systems", Dissertation, Portland State University, Dec 2007.
with S.-H. Chiang, "Performance Problems of using System-predicted Runtimes for Parallel Job Scheduling", at the IASTED PDCS07, Cambridge, Massachusetts, Nov 2007.
- preliminary results were presented as a poster at the 2007 GHC, Orlando, FL. Oct 2007.
with S.-H. Chiang, "Multi-Objective Models for Scheduling Jobs on Parallel Computer Systems", at the 2006 IEEE Cluster, Barcelona, Spain, Sep 2006.

preliminary results were presented as a poster at the 2006 Sigma Xi Student Research Symposium, Portland, OR. April 2006.

"Improving Search-based Parallel Job Scheduler", at the PDPTA'06, Las Vegas, NV. June 2006.
with S.-H. Chiang, "On Job Fairness in Non-Preemptive Parallel Job Scheduling", at the IASTED PDCS05, Phoenix, AZ. November 2005.
with S.-H. Chiang, B.Massey, "Search-based Job Scheduling for Parallel Computer Workloads", at the 2005 IEEE Cluster, Boston, Massachusetts, Sep 2005.

preliminary results were presented as a poster at the 2005 Sigma Xi Student Research Symposium, Portland, OR. April 2005.
preliminary results were presented as a poster at the ICAPS05, Monterey, CA. June 2005.

with B.Massey, "Constraint-Based Layout using 'Boxes and Glue' Model", (poster), at the 2004 GHC Chicago, IL, Oct 2004.
with R.Santiago, T.Shannon, G.Lendaris,"Minimal Model for Dual Heuristic Programming", in Proc. of IASTED ISC'04, Honolulu, Hawaii, Aug 2004.

Extended version of this work is appeared as technical report: PSU-NWCIL-TR-04001 .
This work was also presented as a poster at the 2004 GHC Chicago, IL, Oct 2004.

with R.Renner, B.Juliano, "Model Generation of Network Ensembles using Two-Level Cross-Validation" in Proc. of ICCSA'01, San Francisco, CA, May, 2001
"Investigation of Two-Level Cross-Validation within a Neural Networks framework" Master thesis, CSU-Chico, 2001

"Cascade-correlation: study & implementation" in Nerual Network I, Fall 2002
"Heuristic Search in Constraint Optimization: Tent-matching Problem" in AI, Fall 2002
"An empirical study on Ada Boosting algorithm: BP-Boosting algorithm is studied & implemented" in Algorithm, Winter 2003
"Constraint-Based Layout" in Combinatorial Search, Spring 2003
"Exploring Backfilling with LOS policy: study & implementation" in Constraint Resource Scheduling, Fall 2003
"Minimum Set and Quality of System Derivatives in DHP on Pole-Cart Problem" in Neural Network II, Winter 2004
"Neural networks and machine learning techniques in Intrusion Detection System" in Computer Security, Spring 2004