Now showing items 1-3 of 3

    • RSVM: Reduced Support Vector Machines 

      Mangasarian, Olvi; Lee, Yuh-Jye (2001-01)
      An algorithm is proposed which generates a nonlinear kernel-based separating surface that requires as little as 1% of a large dataset for its explicit evaluation. To generate this nonlinear surface, the entire dataset ...
    • SSVM: A Amooth Support Vector Machine for Classification 

      Mangasarian, Olvi; Lee, Yuh-Jye (1999)
      Smoothing methods, extensively used for solving important math- ematical programming problems and applications, are applied here to generate and solve an unconstrained smooth reformulation of the support vector machine ...
    • Survival-Time Classi cation of Breast Cancer Patients 

      Wolberg, William; Mangasarian, Olvi; Lee, Yuh-Jye (2001)
      The identi cation of breast cancer patients for whom chemother- apy could prolong survival time is treated here as a data mining prob- lem. This identi cation is achieved by clustering 253 breast cancer patients into ...