Bayesian learning for neural networks

Finding overlapping components with MML

Statistics and Computing

Bayesian regression with input noise for high dimensional data

ICML '06 Proceedings of the 23rd international conference on Machine learning

Gaussian fields for semi-supervised regression and correspondence learning

Pattern Recognition

Learning a meta-level prior for feature relevance from multiple related tasks

Proceedings of the 24th international conference on Machine learning

Bayesian regression mixtures of experts for geo-referenced data

Intelligent Data Analysis

Using neural networks to model conditional multivariate densities

Neural Computation

Prediction intervals for neural network models

ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers

2008 Special Issue: Variational Bayesian least squares: An application to brain-machine interface data

Neural Networks

Learning Deep Architectures for AI

Foundations and Trends® in Machine Learning

Gaussian process for long-term time-series forecasting

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

Subset based least squares subspace regression in RKHS

Neurocomputing

Recursive Bayesian recurrent neural networks for time-series modeling

IEEE Transactions on Neural Networks

Efficient learning and feature selection in high-dimensional regression

Neural Computation

A multilayer perceptron neural network-based approach for the identification of responsiveness to interferon therapy in multiple sclerosis patients

Information Sciences: an International Journal

Bayesian robot system identification with input and output noise

Neural Networks

Gaussian processes: prediction at a noisy input and application to iterative multiple-step ahead forecasting of time-series

Switching and Learning in Feedback Systems

Neural network models for language acquisition: a brief survey

IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning

Deep learning of representations: looking forward

SLSP'13 Proceedings of the First international conference on Statistical Language and Speech Processing

Uncertain: a first-order type for uncertain data

Proceedings of the 19th international conference on Architectural support for programming languages and operating systems