Details
Title
LAPMAL
Formal Name (French)
Laboratoire d'apprentissage automatique probabiliste
Formal Name (English)
Laboratory for Probabilistic Machine Learning
Lab Manager
Infoscience team
Group ID
U12368
Affiliated authors
Seeger, Matthias
Institute
IINFCOM
Faculty
IC
Note
Members of LAPMAL-unit
Linked resource
http://lapmal.epfl.ch/
Publications
Bayesian Inference and Optimal Design in the Sparse Linear Model
Cross-Validation Optimization for Large Scale Structured Classification Kernel Methods
Gaussian Covariance and Scalable Variational Inference
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design
Gaussian Processes for Machine Learning
Information Consistency of Nonparametric Gaussian Process Methods
Optimization of k-Space Trajectories for Compressed Sensing by Bayesian Experimental Design
PAC-Bayesian Generalization Error Bounds for Gaussian Process Classification
Scalable Collaborative Bayesian Preference Learning
Variational Bayesian Inference Techniques
See complete list of publications (58)
Cross-Validation Optimization for Large Scale Structured Classification Kernel Methods
Gaussian Covariance and Scalable Variational Inference
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design
Gaussian Processes for Machine Learning
Information Consistency of Nonparametric Gaussian Process Methods
Optimization of k-Space Trajectories for Compressed Sensing by Bayesian Experimental Design
PAC-Bayesian Generalization Error Bounds for Gaussian Process Classification
Scalable Collaborative Bayesian Preference Learning
Variational Bayesian Inference Techniques
See complete list of publications (58)
Record appears in
Authorities > Lab