Rahul Jain, Pravin P. Varaiya, “Simulation‐based Uniform Value Function Estimates of Markov Decision Processes”, SIAM J. Control Optim., 45:5 (2006), 1633
B. A. McKinney, J. E. Crowe, H. U. Voss, P. S. Crooke, N. Barney, J. H. Moore, “Hybrid grammar-based approach to nonlinear dynamical system identification from biological time series”, Phys. Rev. E, 73:2 (2006)
M. Vidyasagar, Proceedings of the 44th IEEE Conference on Decision and Control, 2005, 560
Natalie Neumeyer, “A central limit theorem for two-sample U-processes”, Statistics & Probability Letters, 67:1 (2004), 73
Shahar Mendelson, Gideon Schechtman, “The shattering dimension of sets of linear functionals”, Ann. Probab., 32:3 (2004)
Joel Ratsaby, “On learning multicategory classification with sample queries”, Information and Computation, 185:2 (2003), 298
M.C. Campi, Maria Prandini, “Randomized algorithms for the synthesis of cautious adaptive controllers”, Systems & Control Letters, 49:1 (2003), 21
Shahar Mendelson, Lecture Notes in Computer Science, 2600, Advanced Lectures on Machine Learning, 2003, 1
Florence Merlevède, Magda Peligrad, Empirical Process Techniques for Dependent Data, 2002, 171
S. Mendelson, “Rademacher averages and phase transitions in Glivenko-Cantelli classes”, IEEE Trans. Inform. Theory, 48:1 (2002), 251
Rajeeva L Karandikar, M Vidyasagar, “Rates of uniform convergence of empirical means with mixing processes”, Statistics & Probability Letters, 58:3 (2002), 297
Shahar Mendelson, Roman Vershynin, Lecture Notes in Computer Science, 2375, Computational Learning Theory, 2002, 14
Magda Peligrad, “Some remarks on coupling of dependent random variables”, Statistics & Probability Letters, 60:2 (2002), 201
M. Vidyasagar, “Randomized algorithms for robust controller synthesis using statistical learning theory”, Automatica, 37:10 (2001), 1515
R.C. Williamson, A.J. Smola, B. Scholkopf, “Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators”, IEEE Trans. Inform. Theory, 47:6 (2001), 2516
Shahar Mendelson, Lecture Notes in Computer Science, 2111, Computational Learning Theory, 2001, 256
M. Vidyasagar, S. Balaji, B. Hammer, “Closure properties of uniform convergence of empirical means and PAC learnability under a family of probability measures”, Systems & Control Letters, 42:2 (2001), 151
M. Vidyasagar, “Randomized Algorithms for Robust Controller Synthesis Using Statistical Learning Theory: A Tutorial Overview”, European Journal of Control, 7:2-3 (2001), 287
M.C. Campi, M. Vidyasagar, “Learning with prior information”, IEEE Trans. Automat. Contr., 46:11 (2001), 1682
M. Vidyasagar, S.R. Kulkarni, “Some contributions to fixed-distribution learning theory”, IEEE Trans. Automat. Contr., 45:2 (2000), 217