Chapter 14 - Learning Theory

[1]  Steve Hanneke Rates of convergence in active learning , 2011, 1103.1790.

[2]  Vitaly Feldman,et al.  On Agnostic Learning of Parities, Monomials, and Halfspaces , 2009, SIAM J. Comput..

[3]  Don R. Hush,et al.  Learning from dependent observations , 2007, J. Multivar. Anal..

[4]  Maria-Florina Balcan,et al.  Reducing mechanism design to algorithm design via machine learning , 2007, J. Comput. Syst. Sci..

[5]  John Shawe-Taylor,et al.  Complexity of pattern classes and the Lipschitz property , 2007, Theor. Comput. Sci..

[6]  Sayan Mukherjee,et al.  Learning theory: stability is sufficient for generalization and necessary and sufficient for consistency of empirical risk minimization , 2006, Adv. Comput. Math..

[7]  Charles A. Micchelli,et al.  On Learning Vector-Valued Functions , 2005, Neural Computation.

[8]  David A. McAllester PAC-Bayesian Stochastic Model Selection , 2003, Machine Learning.

[9]  Ron Meir,et al.  Nonparametric Time Series Prediction Through Adaptive Model Selection , 2000, Machine Learning.

[10]  Rich Caruana,et al.  Multitask Learning , 1997, Machine Learning.

[11]  A. Nobel Limits to classification and regression estimation from ergodic processes , 1999 .

[12]  M. Kearns Efficient noise-tolerant learning from statistical queries , 1998, JACM.

[13]  A. Irle On Consistency in Nonparametric Estimation under Mixing Conditions , 1997 .

[14]  Marco C. Campi,et al.  Learning dynamical systems in a stationary environment , 1996, Proceedings of 35th IEEE Conference on Decision and Control.

[15]  David Haussler,et al.  Sphere Packing Numbers for Subsets of the Boolean n-Cube with Bounded Vapnik-Chervonenkis Dimension , 1995, J. Comb. Theory, Ser. A.

[16]  Noga Alon,et al.  Scale-sensitive dimensions, uniform convergence, and learnability , 1993, Proceedings of 1993 IEEE 34th Annual Foundations of Computer Science.

[17]  Yoav Freund,et al.  Boosting a weak learning algorithm by majority , 1990, COLT '90.

[18]  Geoffrey E. Hinton,et al.  Learning representations by back-propagating errors , 1986, Nature.

[19]  C. J. Stone,et al.  Consistent Nonparametric Regression , 1977 .

[20]  Norbert Sauer,et al.  On the Density of Families of Sets , 1972, J. Comb. Theory A.

[21]  S. Shelah A combinatorial problem; stability and order for models and theories in infinitary languages. , 1972 .

[22]  A. M. Turing,et al.  Computing Machinery and Intelligence , 1950, The Philosophy of Artificial Intelligence.