Lawrence Saul

Professor
Department of Computer Science and Engineering
University of California, San Diego
About Research Teaching Contact

I have worked broadly in many foundational areas of machine learning; I have also worked on many real-world applications to problems in computer systems and security. A complete list of publications is here. Below are some representative papers organized by topic.

Applications
Manifold learning and high dimensional data analysis
Variational inference
Distance metric learning
Kernel methods
Statistical physics
  • L. K. Saul and M. Kardar (1993). Exact integer algorithm for the 2d ±J Ising spin glass. Physical Review E 48:R3221-3224.

  • L. K. Saul, M. Kardar, and N. Read (1992). Directed waves in random media. Physical Review A 45: 8859-8869.