? HIERARCHICAL BAYESIAN MODELING WITH ABC AND IMPORTANCE SAMPLING? BAYESIAN COMPUTING FOR ASTRONOMICAL DATA ANALYSIS

Source URL: astrostatistics.psu.edu

Penn State Astrostatistics MCMC tutorial Murali Haran, Penn State Dept. of Statistics A Bayesian change point model Consider the following hierarchical changepoint model for the number of occurrences Yi of some event dur

Source URL: sites.stat.psu.edu

Introduction A First Approach The Road Ahead Mutual Constraint in Bayesian Learning of Word Reference and Word Meaning

Source URL: www.luke.maurits.id.au

• Educational psychology
• Bayesian inference
• Statistical forecasting
• Statistical inference
• Statistical theory
• Educational technology
• Learning

Robust Bayesian clustering C´edric Archambeau Michel Verleysen ⋆ Machine Learning Group, Universit´e catholique de Louvain, B-1348 Louvain-la-Neuve, Belgium. Abstract

Source URL: www0.cs.ucl.ac.uk

Bayesian analysis of the neuromagnetic inverse problem with ` p -norm priors Toni Auranen,a,∗ Aapo Nummenmaa,a Matti S. Hämäläinen,b Iiro P. Jääskeläinen,a,b Jouko Lampinen,a Aki Vehtari,a and Mikko Samsa a Labor

Source URL: www.lce.hut.fi

Journal of Machine Learning Research1003 Submitted 7/12; Revised 1/13; Published 4/13 Bayesian Canonical Correlation Analysis Arto Klami

Source URL: jmlr.org

Bayesian nonparametric models for ranked data Yee Whye Teh Department of Statistics University of Oxford Oxford, United Kingdom

Source URL: papers.nips.cc

Learning to Predict Trajectories of Cooperatively Navigating Agents Henrik Kretzschmar Markus Kuderer Abstract— The problem of modeling the navigation behavior

Source URL: europa2.informatik.uni-freiburg.de

• Statistics
• Probability
• Statistical theory
• Markov models
• Bayesian statistics
• Information theory
• Probability distribution
• Principle of maximum entropy
• Reinforcement learning
• Entropy
• Markov chain
• Mode

Bayesian Time Series Learning with Gaussian Processes Roger Frigola-Alcalde Department of Engineering St Edmund’s College

Source URL: www.rogerfrigola.com

Bayesian Nonparametric Nonlinear System Identification A quick overview Roger Frigola1 1 University of Cambridge, UK

Source URL: www.rogerfrigola.com