Edit Profile (opens in new tab) Keerthi, S. Sathiya Co-Author Distance Author ID: keerthi.s-sathiya Published as: Keerthi, S. Sathiya; Keerthi, S. S. Documents Indexed: 37 Publications since 1983 Co-Authors: 29 Co-Authors with 22 Joint Publications 256 Co-Co-Authors all top 5 Co-Authors 0 single-authored 6 Gilbert, Elmer Grant 6 Shevade, Shirish Krishnaj 4 Sundararajan, Srikrishnan 3 Chu, Wei 3 Duan, Kaibo 3 Lin, Chih-Jen 3 Mahajan, Dhruv 3 Poo, Aun Neow 3 Sridharan, Karthik 2 Dattasharma, Abhi 2 Decoste, Dennis 2 Murthy, K. R. K. 2 Phatak, Makarand S. 1 Agrawal, Nikunj 1 Bottou, Léon 1 Chandru, Vijay 1 Chapelle, Olivier 1 Chen, Chun-Ting 1 Craig, K. C. 1 Edwin, David S. 1 Fannin, D. R. 1 Lim, Jonathan Y. K. 1 Lin, Yu-Hsiang 1 Loh, Han Tong 1 Menon, Rakesh 1 Ong, Chong Jin 1 Sancheti, N. K. 1 Sellamanickam, Sundararajan 1 Shen, Lixiang 1 Shi, Min 1 Stephanou, H. E. 1 Tan, Kent Loong 1 Vinay, V. 1 Wang, Chien-Chih 1 Weng, Ruby Chiu-Hsing all top 5 Serials 8 Neural Computation 5 Journal of Machine Learning Research (JMLR) 4 IEEE Transactions on Automatic Control 3 Machine Learning 2 International Journal of Control 2 Applied Mathematics and Computation 2 Journal of Optimization Theory and Applications 1 Information Processing Letters 1 Automatica 1 Theoretical Computer Science 1 Journal of Robotic Systems 1 Journal of Physics A: Mathematical and General 1 Pattern Recognition 1 The Journal of Artificial Intelligence Research (JAIR) 1 Sādhanā all top 5 Fields 25 Computer science (68-XX) 9 Systems theory; control (93-XX) 7 Statistics (62-XX) 4 Numerical analysis (65-XX) 3 Operations research, mathematical programming (90-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 2 Ordinary differential equations (34-XX) 2 Mechanics of particles and systems (70-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Biology and other natural sciences (92-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 30 Publications have been cited 314 times in 276 Documents Cited by ▼ Year ▼ Optimal infinite-horizon feedback laws for a general class of constrained discrete-time systems: Stability and moving-horizon approximations. Zbl 0622.93044 Keerthi, S. S.; Gilbert, E. G. 118 1988 Improvements to Platt’s SMO algorithm for SVM classifier design. Zbl 1085.68629 Keerthi, S. S.; Shevade, S. K.; Bhattacharyya, C.; Murthy, K. R. K. 70 2001 Asymptotic behaviors of support vector machines with Gaussian kernel. Zbl 1086.68569 Keerthi, S. Sathiya; Lin, Chih-Jen 62 2003 Computation of minimum-time feedback control laws for discrete-time systems with state-control constraints. Zbl 0611.93023 Keerthi, S. S.; Gilbert, E. G. 47 1987 Convergence of a generalized SMO algorithm for SVM classifier design. Zbl 0998.68109 Keerthi, S. S.; Gilbert, E. G. 31 2002 Trust region Newton method for logistic regression. Zbl 1225.68195 Lin, Chih-Jen; Weng, Ruby C.; Keerthi, S. Sathiya 31 2008 A modified finite Newton method for fast solution of large scale linear SVMs. Zbl 1222.68231 Keerthi, S. Sathiya; Decoste, Dennis 30 2005 Support vector ordinal regression. Zbl 1127.68080 Chu, Wei; Keerthi, S. Sathiya 25 2007 Predictive approaches for choosing hyperparameters in Gaussian processes. Zbl 1108.62327 Sundararajan, S.; Keerthi, S. S. 22 2001 Building support vector machines with reduced classifier complexity. Zbl 1222.68230 Keerthi, S. Sathiya; Chapelle, Olivier; Decoste, Dennis 20 2006 SMO algorithm for least-squares SVM formulations. Zbl 1047.68100 Keerthi, S. S.; Shevade, S. K. 13 2003 A fast dual algorithm for kernel logistic regression. Zbl 1085.68127 Keerthi, S. S.; Duan, K. B.; Shevade, S. K.; Poo, A. N. 13 2005 An existence theorem for discrete-time infinite-horizon optimal control problems. Zbl 0566.49003 Keerthi, S. S.; Gilbert, E. G. 10 1985 Optimal infinite-horizon control and the stabilization of linear discrete-time systems: State-control constraints and nonquadratic cost functions. Zbl 0592.93048 Keerthi, S. S.; Gilbert, E. G. 6 1986 A distributed block coordinate descent method for training \(l_1\) regularized linear classifiers. Zbl 1435.68274 Mahajan, Dhruv; Keerthi, S. Sathiya; Sundararajan, S. 4 2017 Solution of parametrized linear inequalities by Fourier elimination and its applications. Zbl 0672.90083 Keerthi, S. S.; Sridharan, K. 4 1990 A tutorial survey of reinforcement learning. Zbl 1026.93520 Keerthi, S. Sathiya; Ravindran, B. 4 1994 Bayesian trigonometric support vector classifier. Zbl 1085.68620 Chu, Wei; Keerthi, S. Sathiya; Ong, Chong Jin 4 2003 Distance measures on intersecting objects and their applications. Zbl 0942.68739 Sridharan, K.; Stephanou, H. E.; Craig, K. C.; Keerthi, S. S. 2 1994 Multi-category classification by soft-max combination of binary classifiers. Zbl 1040.68617 Duan, Kaibo; Keerthi, S. Sathiya; Chu, Wei; Shevade, Shirish Krishnaj; Poo, Aun Neow 2 2003 An efficient approach for the numerical simulation of multibody systems. Zbl 0963.70502 Sudarsan, R.; Keerthi, S. Sathiya 2 1998 Information geometry and Plefka’s mean-field theory. Zbl 0969.82001 Bhattacharyya, C.; Keerthi, S. Sathiya 2 2000 Regional pole placement of multivariable systems under control structure constraints. Zbl 0825.93265 Keerthi, S. Sathiya; Phatak, Makarand S. 2 1995 Algorithms for the optimal loading of recursive neural nets. Zbl 0851.68095 Chandru, V.; Dattasharma, A.; Keerthi, S. S.; Sancheti, N. K.; Vinay, V. 2 1995 Stability regions for constrained nonlinear systems and their functional characterization via support-vector-machine learning. Zbl 1059.93119 Ong, C. J.; Keerthi, S. S.; Gilbert, E. G.; Zhang, Z. H. 2 2004 An efficient distributed learning algorithm based on effective local functional approximations. Zbl 1476.68235 Mahajan, Dhruv; Agrawal, Nikunj; Keerthi, S. Sathiya; Sellamanickam, Sundararajan; Bottou, Léon 2 2018 Rule prepending and post-pruning approach to incremental learning of decision lists. Zbl 0984.68712 Murthy, K. R. K.; Keerthi, S. S.; Murty, M. N. 1 2001 Numerical approaches for solutions of differential equations on manifolds. Zbl 0944.34040 Sudarsan, R.; Keerthi, S. Sathiya 1 1998 A fast dual algorithm for kernel logistic regression. Zbl 1470.62115 Keerthi, S. S.; Duan, K. B.; Shevade, S. K.; Poo, A. N. 1 2005 Distributed Newton methods for deep neural networks. Zbl 1472.68176 Wang, Chien-Chih; Tan, Kent Loong; Chen, Chun-Ting; Lin, Yu-Hsiang; Keerthi, S. Sathiya; Mahajan, Dhruv; Sundararajan, S.; Lin, Chih-Jen 1 2018 An efficient distributed learning algorithm based on effective local functional approximations. Zbl 1476.68235 Mahajan, Dhruv; Agrawal, Nikunj; Keerthi, S. Sathiya; Sellamanickam, Sundararajan; Bottou, Léon 2 2018 Distributed Newton methods for deep neural networks. Zbl 1472.68176 Wang, Chien-Chih; Tan, Kent Loong; Chen, Chun-Ting; Lin, Yu-Hsiang; Keerthi, S. Sathiya; Mahajan, Dhruv; Sundararajan, S.; Lin, Chih-Jen 1 2018 A distributed block coordinate descent method for training \(l_1\) regularized linear classifiers. Zbl 1435.68274 Mahajan, Dhruv; Keerthi, S. Sathiya; Sundararajan, S. 4 2017 Trust region Newton method for logistic regression. Zbl 1225.68195 Lin, Chih-Jen; Weng, Ruby C.; Keerthi, S. Sathiya 31 2008 Support vector ordinal regression. Zbl 1127.68080 Chu, Wei; Keerthi, S. Sathiya 25 2007 Building support vector machines with reduced classifier complexity. Zbl 1222.68230 Keerthi, S. Sathiya; Chapelle, Olivier; Decoste, Dennis 20 2006 A modified finite Newton method for fast solution of large scale linear SVMs. Zbl 1222.68231 Keerthi, S. Sathiya; Decoste, Dennis 30 2005 A fast dual algorithm for kernel logistic regression. Zbl 1085.68127 Keerthi, S. S.; Duan, K. B.; Shevade, S. K.; Poo, A. N. 13 2005 A fast dual algorithm for kernel logistic regression. Zbl 1470.62115 Keerthi, S. S.; Duan, K. B.; Shevade, S. K.; Poo, A. N. 1 2005 Stability regions for constrained nonlinear systems and their functional characterization via support-vector-machine learning. Zbl 1059.93119 Ong, C. J.; Keerthi, S. S.; Gilbert, E. G.; Zhang, Z. H. 2 2004 Asymptotic behaviors of support vector machines with Gaussian kernel. Zbl 1086.68569 Keerthi, S. Sathiya; Lin, Chih-Jen 62 2003 SMO algorithm for least-squares SVM formulations. Zbl 1047.68100 Keerthi, S. S.; Shevade, S. K. 13 2003 Bayesian trigonometric support vector classifier. Zbl 1085.68620 Chu, Wei; Keerthi, S. Sathiya; Ong, Chong Jin 4 2003 Multi-category classification by soft-max combination of binary classifiers. Zbl 1040.68617 Duan, Kaibo; Keerthi, S. Sathiya; Chu, Wei; Shevade, Shirish Krishnaj; Poo, Aun Neow 2 2003 Convergence of a generalized SMO algorithm for SVM classifier design. Zbl 0998.68109 Keerthi, S. S.; Gilbert, E. G. 31 2002 Improvements to Platt’s SMO algorithm for SVM classifier design. Zbl 1085.68629 Keerthi, S. S.; Shevade, S. K.; Bhattacharyya, C.; Murthy, K. R. K. 70 2001 Predictive approaches for choosing hyperparameters in Gaussian processes. Zbl 1108.62327 Sundararajan, S.; Keerthi, S. S. 22 2001 Rule prepending and post-pruning approach to incremental learning of decision lists. Zbl 0984.68712 Murthy, K. R. K.; Keerthi, S. S.; Murty, M. N. 1 2001 Information geometry and Plefka’s mean-field theory. Zbl 0969.82001 Bhattacharyya, C.; Keerthi, S. Sathiya 2 2000 An efficient approach for the numerical simulation of multibody systems. Zbl 0963.70502 Sudarsan, R.; Keerthi, S. Sathiya 2 1998 Numerical approaches for solutions of differential equations on manifolds. Zbl 0944.34040 Sudarsan, R.; Keerthi, S. Sathiya 1 1998 Regional pole placement of multivariable systems under control structure constraints. Zbl 0825.93265 Keerthi, S. Sathiya; Phatak, Makarand S. 2 1995 Algorithms for the optimal loading of recursive neural nets. Zbl 0851.68095 Chandru, V.; Dattasharma, A.; Keerthi, S. S.; Sancheti, N. K.; Vinay, V. 2 1995 A tutorial survey of reinforcement learning. Zbl 1026.93520 Keerthi, S. Sathiya; Ravindran, B. 4 1994 Distance measures on intersecting objects and their applications. Zbl 0942.68739 Sridharan, K.; Stephanou, H. E.; Craig, K. C.; Keerthi, S. S. 2 1994 Solution of parametrized linear inequalities by Fourier elimination and its applications. Zbl 0672.90083 Keerthi, S. S.; Sridharan, K. 4 1990 Optimal infinite-horizon feedback laws for a general class of constrained discrete-time systems: Stability and moving-horizon approximations. Zbl 0622.93044 Keerthi, S. S.; Gilbert, E. G. 118 1988 Computation of minimum-time feedback control laws for discrete-time systems with state-control constraints. Zbl 0611.93023 Keerthi, S. S.; Gilbert, E. G. 47 1987 Optimal infinite-horizon control and the stabilization of linear discrete-time systems: State-control constraints and nonquadratic cost functions. Zbl 0592.93048 Keerthi, S. S.; Gilbert, E. G. 6 1986 An existence theorem for discrete-time infinite-horizon optimal control problems. Zbl 0566.49003 Keerthi, S. S.; Gilbert, E. G. 10 1985 all cited Publications top 5 cited Publications all top 5 Cited by 674 Authors 13 Keerthi, S. Sathiya 8 Lin, Chih-Jen 5 Carrizosa, Emilio 5 De Baets, Bernard 5 Shevade, Shirish Krishnaj 5 Waegeman, Willem 4 Bachoc, François 4 Martin-Barragan, Belen 4 Sciandrone, Marco 4 Tiňo, Peter 3 Agarwal, Shivani 3 Borkar, Vivek Shripad 3 Gutiérrez, Pedro Antonio 3 Hervás-Martínez, César 3 Huerta, Ramón 3 Lessmann, Stefan 3 Steinwart, Ingo 3 Sugiyama, Masashi 3 Sun, Jianguo 3 Xia, Xiao-Lei 3 Zhao, Yongping 2 Bioch, Jan C. 2 Blanquero, Rafael 2 Cawley, Gavin C. 2 Christmann, Andreas 2 Chu, Wei 2 De Brabanter, Kris 2 Duan, Kaibo 2 Felici, Giovanni 2 Ghaddar, Bissan 2 Gondzio, Jacek 2 Groenen, Patrick J. F. 2 Jiménez-Cordero, Asunción 2 Joachims, Thorsten 2 Lapucci, Matteo 2 Lee, Ching-Pei 2 Lee, Yuh-Jye 2 Lin, Hsuan-Tien 2 Lin, Qihang 2 Liu, Yiguang 2 Mahajan, Dhruv 2 Moguerza, Javier M. 2 Muñoz, Alberto 2 Nalbantov, Georgi I. 2 Naoum-Sawaya, Joe 2 Peng, Xinjun 2 Piccialli, Veronica 2 Poo, Aun Neow 2 Quevedo, José Ramón 2 Rodriguez-Lujan, Irene 2 Romero Morales, Dolores 2 Schweidtmann, Artur M. 2 Shahbaba, Babak 2 Sundararajan, Srikrishnan 2 Suykens, Johan A. K. 2 Suzuki, Taiji 2 Talbot, Nicola L. C. 2 Tian, Yingjie 2 Vehtari, Aki 2 Verwaeren, Jan 2 Wang, Chien-Chih 2 Yu, Chun-Nam John 2 Yun, Sangwoon 2 Zanni, Luca 2 Zhang, Cheng 2 Zhang, Tong 2 Zhang, Weiguo 2 Zhang, Xili 2 Zhao, Hongkai 2 Zhao, Ji 2 Zhong, Ping 2 Zhou, Shuisheng 1 Abate, Alessandro 1 Adrianto, Indra 1 Agarwal, Deepak 1 Aghdam, Amir G. 1 Agostinelli, Forest 1 Agrawal, Nikunj 1 Aguilera, Ana M. 1 Ahn, Jeongyoun 1 Aihara, Kazuyuki 1 Akrotirianakis, Ioannis G. 1 Alham, Nasullah Khalid 1 Álvarez Menéndez, L. 1 Álvarez Riesgo, J. A. 1 Amigó, José María 1 Anand, Ashish 1 Anguita, Davide 1 Anthony, Martin H. G. 1 Artemiou, Andreas 1 Babbar, Rohit 1 Bach, Francis R. 1 Bahamonde, Antonio 1 Bai, Xiang 1 Baldi, Pierre 1 Bandopadhyay, Sukumar 1 Bárány, Balázs 1 Beck, Amir 1 Bect, Julien 1 Bello, Rafael ...and 574 more Authors all top 5 Cited in 107 Serials 24 Machine Learning 20 Neural Computation 18 Neural Networks 17 Pattern Recognition 11 European Journal of Operational Research 10 Computational Statistics and Data Analysis 9 Journal of Machine Learning Research (JMLR) 6 Computational Optimization and Applications 6 Mathematical Problems in Engineering 5 Applied Mathematics and Computation 5 Information Sciences 4 Advances in Data Analysis and Classification. ADAC 4 Journal of Theoretical Biology 3 Journal of Classification 3 Computers & Operations Research 3 PAA. Pattern Analysis and Applications 3 Electronic Journal of Statistics 2 Computers & Mathematics with Applications 2 Computer Methods in Applied Mechanics and Engineering 2 International Journal of Control 2 Automatica 2 Journal of Computational and Applied Mathematics 2 Journal of Multivariate Analysis 2 Mathematics and Computers in Simulation 2 Theoretical Computer Science 2 International Journal of Approximate Reasoning 2 Annals of Operations Research 2 Journal of Global Optimization 2 Computational Statistics 2 Mathematical Programming. Series A. Series B 2 SIAM Journal on Optimization 2 Computational and Applied Mathematics 2 Optimization Methods & Software 2 Data Mining and Knowledge Discovery 2 Sādhanā 2 Natural Computing 2 4OR 2 Computational Management Science 2 Inverse Problems in Science and Engineering 2 Statistical Analysis and Data Mining 2 Mathematical Geosciences 2 Statistics and Computing 2 SIAM/ASA Journal on Uncertainty Quantification 1 Artificial Intelligence 1 Computer Physics Communications 1 Discrete Applied Mathematics 1 Mathematical Biosciences 1 Scandinavian Journal of Statistics 1 Mathematics of Computation 1 Annals of the Institute of Statistical Mathematics 1 Fuzzy Sets and Systems 1 International Journal for Numerical Methods in Engineering 1 Journal of Optimization Theory and Applications 1 Meccanica 1 SIAM Journal on Computing 1 Systems & Control Letters 1 Insurance Mathematics & Economics 1 Advances in Mathematics (Beijing) 1 Journal of Computational Mathematics 1 Acta Mathematicae Applicatae Sinica. English Series 1 Statistical Science 1 Information and Computation 1 Econometric Reviews 1 Mathematical and Computer Modelling 1 Signal Processing 1 Applied Intelligence 1 Computational Mathematics and Mathematical Physics 1 Applied Mathematical Modelling 1 Automation and Remote Control 1 Foundations of Computing and Decision Sciences 1 International Journal of Bifurcation and Chaos in Applied Sciences and Engineering 1 SIAM Journal on Scientific Computing 1 Applied Mathematics. Series B (English Edition) 1 International Journal of Computer Vision 1 Annals of Mathematics and Artificial Intelligence 1 INFORMS Journal on Computing 1 Science in China. Series E 1 Journal of Mathematical Chemistry 1 Nonlinear Dynamics 1 Abstract and Applied Analysis 1 Soft Computing 1 Mathematical Methods of Operations Research 1 Journal of Inequalities and Applications 1 Journal of Shanghai University 1 Journal of Biological Systems 1 Journal of High Energy Physics 1 Nonlinear Analysis. Real World Applications 1 Quantitative Finance 1 Journal of Systems Science and Complexity 1 OR Spectrum 1 JMMA. Journal of Mathematical Modelling and Algorithms 1 Acta Numerica 1 International Journal of Numerical Analysis and Modeling 1 Journal of Statistical Mechanics: Theory and Experiment 1 Mathematical Biosciences and Engineering 1 Journal of Industrial and Management Optimization 1 Journal of the Korean Statistical Society 1 The Annals of Applied Statistics 1 Algorithms 1 Mathematical Programming Computation ...and 7 more Serials all top 5 Cited in 26 Fields 181 Computer science (68-XX) 122 Statistics (62-XX) 70 Operations research, mathematical programming (90-XX) 30 Numerical analysis (65-XX) 15 Biology and other natural sciences (92-XX) 14 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 11 Systems theory; control (93-XX) 7 Information and communication theory, circuits (94-XX) 4 Probability theory and stochastic processes (60-XX) 3 Mechanics of particles and systems (70-XX) 3 Mechanics of deformable solids (74-XX) 3 Quantum theory (81-XX) 2 Ordinary differential equations (34-XX) 2 Partial differential equations (35-XX) 2 Dynamical systems and ergodic theory (37-XX) 2 Functional analysis (46-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 2 Statistical mechanics, structure of matter (82-XX) 1 Combinatorics (05-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Real functions (26-XX) 1 Measure and integration (28-XX) 1 Operator theory (47-XX) 1 Convex and discrete geometry (52-XX) 1 Relativity and gravitational theory (83-XX) 1 Geophysics (86-XX) Citations by Year