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S. Sathiya Keerthi

Papers on DiSC'03


A Machine Learning Approach for the Curation of Biomedical Literature - KDD Cup 2002 (Task 1)

Publications


Note: Links lead to the DBLP on the Web.

S. Sathiya Keerthi

22 Min Shi , David S. Edwin , Rakesh Menon , Lixiang Shen , Jonathan Y. K. Lim , Han Tong Loh , S. Sathiya Keerthi, Chong Jin Ong : A Machine Learning Approach for the Curation of Biomedical Literature. ECIR 2003 : 597-604

21 Kaibo Duan , S. Sathiya Keerthi, Wei Chu , Shirish Krishnaj Shevade , Aun Neow Poo : Multi-category Classification by Soft-Max Combination of Binary Classifiers. Multiple Classifier Systems 2003 : 125-134

20 Kaibo Duan , S. Sathiya Keerthi, Aun Neow Poo : Evaluation of simple performance measures for tuning SVM hyperparameters. Neurocomputing 51 : 41-59 (2003)

19 S. Sathiya Keerthi, Kaibo Duan , Shirish Krishnaj Shevade , Aun Neow Poo : A Fast Dual Algorithm for Kernel Logistic Regression. ICML 2002 : 299-306

18 S. Sathiya Keerthi, E. G. Gilbert : Convergence of a Generalized SMO Algorithm for SVM Classifier Design. Machine Learning 46 (1-3): 351-360 (2002)

17 S. Sathiya Keerthi, Chong Jin Ong , Keng Boon Siah , David B. L. Lim , Wei Chu , Min Shi , David S. Edwin , Rakesh Menon , Lixiang Shen , Jonathan Y. K. Lim , Han Tong Loh : A Machine Learning Approach for the Curation of Biomedical Literature - KDD Cup 2002 (Task 1). SIGKDD Explorations 4 (2): 93-94 (2002)

16 Wei Chu , S. Sathiya Keerthi, Chong Jin Ong : A Unified Loss Function in Bayesian Framework for Support Vector Regression. ICML 2001 : 51-58

15 Chiranjib Bhattacharyya , S. Sathiya Keerthi: Mean Field Methods for a Special Class of Belief Networks. JAIR 15 : 91-114 (2001)

14 S. Sathiya Keerthi, Shirish Krishnaj Shevade , Chiranjib Bhattacharyya , K. R. K. Murthy : Improvements to Platt's SMO Algorithm for SVM Classifier Design. Neural Computation 13 (3): 637-649 (2001)

13 S. Sundararajan , S. Sathiya Keerthi: Predictive Approaches for Choosing Hyperparameters in Gaussian Processes. Neural Computation 13 (5): 1103-1118 (2001)

12 Chiranjib Bhattacharyya , S. Sathiya Keerthi: A Variational Mean-Field Theory for Sigmoidal Belief Networks. NIPS 2000 : 374-380

11 C. S. Sundaresan , S. Sathiya Keerthi: A Study of Representations for Pen based Handwriting Recognition of Tamil Characters. ICDAR 1999 : 422-425

10 K. R. K. Murthy , S. Sathiya Keerthi: Context Filters for Document-based Information Filtering. ICDAR 1999 : 709-712

9 S. Sathiya Keerthi, Chong Jin Ong , Eugene Huang , Elmer G. Gilbert : EquiDistance Diagram: A New Roadmap Method for Path Planning. ICRA 1999 : 682-687

8 S. Sundararajan , S. Sathiya Keerthi: Predictive App roaches for Choosing Hyperparameters in Gaussian Processes. NIPS 1999 : 631-637

7 V. Chandru , Abhi Dattasharma , S. Sathiya Keerthi, N. K. Sancheti , V. Vinay : Algorithms for the Optimal Loading of Recursive Neural Nets. SODA 1995 : 342-349

6 Abhi Dattasharma , S. Sathiya Keerthi: An Augmented Voronoi Roadmap for 3D Translational Motion Planning for a Convex Polyhedron Moving Amidst Convex Polyhedral Obstacles. TCS 140 (2): 205-230 (1995)

5 K. Sridharan , Harry E. Stephanou , K. C. Craig , S. Sathiya Keerthi: Distance Measures on Intersecting Objects and Their Applications. Information Processing Letters 51 (4): 181-188 (1994)

4 Abhi Dattasharma , S. Sathiya Keerthi: Translational Motion Planning for a Convex Polyhedron in a 3D Polyhedral World Using an Efficient and New Roadmap. CCCG 1993 : 449-454

3 Nukala V. R. K. N. Murthy , S. Sathiya Keerthi: Optimal Control of a Somersaulting Platform Diver: A Numerical Approach. ICRA (1) 1993 : 1013-1018

2 K. Sridharan , Harry E. Stephanou , S. Sathiya Keerthi: On Computing a Distance Measure for Path Planning. ICRA (1) 1993 : 554-559

1 Sudhaker Samuel , S. Sathiya Keerthi: Numerical Determination of Optimal Non-Holonomic Paths in the Presence of Obstacles. ICRA (1) 1993 : 826-831




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