Suboptimal behavior of Bayes and MDL in classification under misspecification
Work
Year: 2007
Type: article
Abstract: We show that forms of Bayesian and MDL inference that are often applied to classification problems can be inconsistent. This means that there exists a learning problem such that for all amounts of dat... more
Source: Machine Learning
Authors Peter Grünwald, John Langford
Institutions Centrum Wiskunde & Informatica, Yahoo (United Kingdom)
Cites: 37
Cited by: 47
Related to: 10
FWCI: 5.926
Citation percentile (by year/subfield): 97.5
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: hybrid
APC paid (est): $2,990