Inference in Hybrid Networks: Theoretical Limits and Practical Algorithms

A hybrid graphical model for rhythmic parsing

Artificial Intelligence

Probabilistic discovery of overlapping cellular processes and their regulation

RECOMB '04 Proceedings of the eighth annual international conference on Resaerch in computational molecular biology

Data association for topic intensity tracking

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

A combined stochastic and greedy hybrid estimation capability for concurrent hybrid models with autonomous mode transitions

Robotics and Autonomous Systems

Learning and Inferring Motion Patterns using Parametric Segmental Switching Linear Dynamic Systems

International Journal of Computer Vision

Near-Optimal Sensor Placements in Gaussian Processes: Theory, Efficient Algorithms and Empirical Studies

The Journal of Machine Learning Research

Combining stochastic and greedy search in hybrid estimation

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1

Data-driven MCMC for learning and inference in switching linear dynamic systems

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2

Hybrid Markov logic networks

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2

Optimal value of information in graphical models

Journal of Artificial Intelligence Research

Optimal nonmyopic value of information in graphical models: efficient algorithms and theoretical limits

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence

Inference in hybrid Bayesian networks with mixtures of truncated exponentials

International Journal of Approximate Reasoning

Using Bayesian Networks in an Industrial Setting: Making Printing Systems Adaptive

Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence

Automating the calibration of a neonatal condition monitoring system

AIME'11 Proceedings of the 13th conference on Artificial intelligence in medicine

Expectation propagation for approximate inference in dynamic bayesian networks

UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence

Monitoring a complex physical system using a hybrid dynamic bayes net

UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence

Inference with separately specified sets of probabilities in credal networks

UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence

Exact inference in networks with discrete children of continuous parents

UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence

Estimation and conflict detection in human controlled systems

HSCC'06 Proceedings of the 9th international conference on Hybrid Systems: computation and control

Automated Bayesian quality control of streaming rain gauge data

Environmental Modelling & Software