Jin Hyuk Jung

Jin Hyuk Jung
A.V.Williams Building #3250
Computer Science Department
University of Maryland, College Park
College Park, MD 20742

Email : (jjung) AT (cs) dot (umd) dot (edu)
Office Phone : +1-301-405-2718

Current

  • Ph.D candidate
  • Advisor: Dianne P. O'Leary
  • Resume : PDF

Education

Research Interests

  • Scientific computing
  • Large scale optimization
  • Support vector machines
  • Interior point methods
  • General purpose computation using graphics processing units

Publications

  • Jin Hyuk Jung, Dianne P. O'Leary and Andre L. Tits. Adaptive Constraint Reduction for Training Support Vector Machines. In preparation. May 2007 [PDF (DRAFT)] [MATLAB scripts]
  • Jin Hyuk Jung, Dianne P. O'Leary and AndreĢ L. Tits. Adaptive Constraint Reduction for Convex Quadratic Programming. In preparation. May 2007 [PDF (DRAFT)] [MATLAB scripts]
  • Jin Hyuk Jung and Dianne P. O'Leary. Implementing an Interior Point Method for Linear Programs on a CPU-GPU system. Manuscript. February 2007 [PDF]
  • Jin Hyuk Jung and Dianne P. O'Leary Exploiting Structure of Symmetric or Triangular Matrices on a GPU. Manuscript. February 2007 [PDF]
  • Jin Hyuk Jung and Dianne P. O'Leary. Cholesky Decomposition and Linear Programming on a GPU. Proceedings of Workshop on Edge Computing Using New Commodity Architectures (EDGE). Chapel Hill, NC, May 2006 [PDF]
  • Jin Hyuk Jung, Scholarly Paper Directed by Dianne P. O'Leary, Cholesky Decomposition and Linear Programming on a GPU, Department of Computer Science, University of Maryland, 2006 [Abstract and PDF]

Presentations

  • Jin Hyuk Jung, Dianne P. O'Leary, Andre L. Tits, A Constraint Reduced IPM for Convex Quadratic Programming, with Application to SVM Training, INFORMS Annual Meeting, 2006 [PDF]