Publications

2017

• Communication-Efficient Distributed Block Minimization for Nonlinear Kernel Machines (pdf)
  C. Hsieh, S. Si, I. Dhillon.
  In ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2017.
• Memory Efficient Kernel Approximation (pdf)
  S. Si, C. Hsieh, I. Dhillon.
  Journal of Machine Learning Research (JMLR) 18: 20:1-20:32, 2017.

2016

• Goal-Directed Inductive Matrix Completion (pdf, slides)
  S. Si, K. Chiang, C. Hsieh, N. Rao, I. Dhillon.
  In ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pp. 1165–1174, August 2016. (Oral)
• Computationally Efficient Nystrom Approximation using Fast Transforms (pdf, slides)
  S. Si, C. Hsieh, I. Dhillon.
  In International Conference on Machine Learning (ICML), pp. 2655-2663, June 2016.

2014

• Fast Prediction for Large-Scale Kernel Machines (pdf)
  C. Hsieh, S. Si, I. Dhillon.
  In Neural Information Processing Systems (NIPS), pp. 3689-3697, December 2014.
• Multi-Scale Spectral Decomposition of Massive Graphs (pdf)
  S. Si, D. Shin, I. Dhillon, B. Parlett.
  In Neural Information Processing Systems (NIPS), pp. 2798-2806, December 2014.
• Parallel Matrix Factorization for Recommender Systems (pdf, software)
  H. Yu, C. Hsieh, S. Si, I. Dhillon.
  Knowledge and Information Systems (KAIS) 41(3), pp. 793-819, December 2014.
• A Divide-and-Conquer Solver for Kernel Support Vector Machines (pdf, code)
  C. Hsieh, S. Si, I. Dhillon.
  In International Conference on Machine Learning (ICML), pp. 566-574, June 2014.
• Memory Efficient Kernel Approximation (pdf, slides, code)
  S. Si, C. Hsieh, I. Dhillon.
  In International Conference on Machine Learning (ICML), pp. 701-709, June 2014.

2012

• Scalable Coordinate Descent Approaches to Parallel Matrix Factorization for Recommender Systems (pdf, software)
  H. Yu, C. Hsieh, S. Si, I. Dhillon.
  In IEEE International Conference on Data Mining (ICDM), pp. 765-774, December 2012. (Oral)
• Multi-Scale Link Prediction (pdf)
  D. Shin, S. Si, I. Dhillon.
  In ACM Conference on Information and Knowledge Management (CIKM), pp. 215-224, October 2012.