S. Sathiya Keerthi

Improvements to Platt's SMO Algorithm for SVM Classifier Design

S. Sathiya Keerthi, Shirish Shevade, Chiranjib Bhattacharyya et al. · Neural Computation · 2001 · 1.8K citations

Mathematical Programming, Large-scale Global Optimization, Engineering +20

Asymptotic Behaviors of Support Vector Machines with Gaussian Kernel

S. Sathiya Keerthi, Chih‐Jen Lin · Neural Computation · 2003 · 1.6K citations

Engineering, Machine Learning, Linear Svm +16

A fast procedure for computing the distance between complex objects in three-dimensional space

Éric Gilbert, Daniel Johnson, S. Sathiya Keerthi · IEEE Journal on Robotics and Automation · 1988 · 1.5K citations

Mathematical Programming, Euclidean Distance, Engineering +21

A dual coordinate descent method for large-scale linear SVM

Cho‐Jui Hsieh, Kai‐Wei Chang, Chih‐Jen Lin et al. · 2008 · 908 citations

Support Vector Machine, Sparse Representation, Engineering +13

Improvements to the SMO algorithm for SVM regression

Shirish Shevade, S. Sathiya Keerthi, Chiranjib Bhattacharyya et al. · IEEE Transactions on Neural Networks · 2000 · 865 citations