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NIPS
2003
15 years 6 months ago
Perspectives on Sparse Bayesian Learning
Recently, relevance vector machines (RVM) have been fashioned from a sparse Bayesian learning (SBL) framework to perform supervised learning using a weight prior that encourages s...
David P. Wipf, Jason A. Palmer, Bhaskar D. Rao
126
Voted
AAAI
1998
15 years 6 months ago
Recommendation as Classification: Using Social and Content-Based Information in Recommendation
Recommendationsystems makesuggestions about artifacts to a user. For instance, they maypredict whether a user wouldbe interested in seeing a particular movie. Social recomendation...
Chumki Basu, Haym Hirsh, William W. Cohen
124
Voted
COLING
2000
15 years 6 months ago
A Dynamic Language Model Based on Individual Word Domains
We present a new statistical language model based on a Colnbination of individual word language models. Each word model is built from an individual corpus which is formed by extra...
Elvira I. Sicilia-Garcia, Ji Ming, F. Jack Smith
ICMAS
1998
15 years 6 months ago
An Adaptive Choice of Messaging Protocol in Multi Agent Systems
abstract, form of this problem, we use a mathematical analysis to show that three different messaging protocols result in varying message loads, depending on certain parameters suc...
Chris Preist, Siani Pearson
NIPS
1998
15 years 6 months ago
Efficient Bayesian Parameter Estimation in Large Discrete Domains
In this paper we examine the problem of estimating the parameters of a multinomial distribution over a large number of discreteoutcomes,most of which do not appearin the training ...
Nir Friedman, Yoram Singer