- EUROPHYSICS LETTERS Europhys. Lett., (), pp. ()
- NOTFORDISTRIBUTIONJSTAT_018P_0705 A statistical physics approach for the analysis of machine
- arXiv:cond-mat/0209164v16Sep2002 Statistical Mechanics of Learning: A Variational Approach for Real Data
- JMLR: Workshop and Conference Proceedings 1: 1-16 Gaussian Processes in Practice Gaussian Process Approximations of
- An Approximate Inference Approach for the PCA Reconstruction Error
- Variational Linear Response Manfred Opper(1)
- Approximate inference in probabilistic models Manfred Opper1
- Statistical Mechanics of Learning : Generalization
- Continuous drifting games Yoav Freund
- TAP Gibbs Free Energy, Belief Propagation and Lehel Csato and Manfred Opper
- MANFRED OPPER Neural Computation Research Group
- EUROPHYSICS LETTERS Europhys. Lett., (), pp. ()
- WORST CASE PREDICTION OVER SEQUENCES UNDER LOG LOSS
- Generic author design sample pages 1998/07/16 19:14 1 On the Annealed VC Entropy for Margin
- A Bayesian Approach to Online Manfred Opper
- Regression with Gaussian Processes: Average Case Performance
- General Bounds on the Mutual Information Between a Parameter and n Conditionally Independent Observations
- Statistical Mechanics of Learning : Generalization
- Phase Transition and 1/f Noise in a Game Dynamical Manfred Opper and Sigurd Diederich
- Retarded Learning: Rigorous Results from Statistical Didier Herschkowitz Manfred Opper
- Bounds for Predictive Errors in the Statistical Mechanics of Supervised Learning
- The Complexity of Learning with Supportvector A Statistical Physics Study
- Convexity, Internal Representations and the Statistical Mechanics of Neural Networks
- A Statistical Mechanics Approach to Approximate Analytical Bootstrap Averages
- Approximate inference techniques with expectation constraints
- A Variational Approach to Learning Curves Dorthe Malzahn Manfred Opper
- Expectation Consistent Free Energies for Approximate Inference
- To appear in: Advances in Neural Information Processing Systems 13 eds. T.K. Leen, T.G. Diettrich, V. Tresp. The MIT Press (2001)
- Online versus Offline Learning from Random Examples: General Results Manfred Opper
- Approximate Analytical Bootstrap Averages for Support Vector Classifiers
- Journal of Machine Learning Research 4 (2003) 1151-1173 Submitted 5/03; Published 12/03 An Approximate Analytical Approach to Resampling Averages
- Journal of Machine Learning Research 6 (2005) 21772204 Submitted 7/04; Revised 6/05; Published 12/05 Expectation Consistent Approximate Inference
- Supervised Learning: Information Theoretic on predictive errors
- MUTUAL INFORMATION AND BAYES METHODS FOR LEARNING A DISTRIBUTION
- Adaptive and Selfaveraging Thouless-Anderson-Palmer
- Continuous drifting games Yoav Freund
- Online Learning of Wind-Field Models Lehel Csato, Dan Cornford, and Manfred Opper
- GENERAL BOUNDS FOR PREDICTIVE ERRORS IN SUPERVISED LEARNING
