Now showing items 1-2 of 2

    • Online nonlinear modeling for big data applications 

      Khan, Farhan (Bilkent University, 2017-12)
      We investigate online nonlinear learning for several real life, adaptive signal processing and machine learning applications involving big data, and introduce algorithms that are both e cient and e ective. We present ...
    • Universal nonlinear regression on high dimensional data using adaptive hierarchical trees 

      Khan, F.; Kari, D.; Karatepe, I. A.; Kozat, S. S. (Institute of Electrical and Electronics Engineers, 2016)
      We study online sequential regression with nonlinearity and time varying statistical distribution when the regressors lie in a high dimensional space. We escape the curse of dimensionality by tracking the subspace of the ...