S. Sathiya Keerthi

Publications by Year

Research Areas

Face and Expression Recognition, Neural Networks and Applications, Gaussian Processes and Bayesian Inference, Machine Learning and Data Classification, Robotic Path Planning Algorithms

Most-Cited Works

• → Improvements to Platt's SMO Algorithm for SVM Classifier Design(2001)1,809 cited
• → Asymptotic Behaviors of Support Vector Machines with Gaussian Kernel(2003)1,607 cited
• → A fast procedure for computing the distance between complex objects in three-dimensional space(1988)1,456 cited
• → A dual coordinate descent method for large-scale linear SVM(2008)913 cited
• → Improvements to the SMO algorithm for SVM regression(2000)866 cited
• → Optimal infinite-horizon feedback laws for a general class of constrained discrete-time systems: Stability and moving-horizon approximations(1988)820 cited
• → Evaluation of simple performance measures for tuning SVM hyperparameters(2003)637 cited
• → Which Is the Best Multiclass SVM Method? An Empirical Study(2005)575 cited
• → Optimization Techniques for Semi-Supervised Support Vector Machines(2008)410 cited
• → A simple and efficient algorithm for gene selection using sparse logistic regression(2003)406 cited