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SBP
2010
Springer

209views Applied Computing» more SBP 2010»

Calibrating Subjective Probabilities Using Hierarchical Bayesian Models

14 years 2 months ago

Abstract. A body of psychological research has examined the correspondence between a judge’s subjective probability of an event’s outcome and the event’s actual outcome. The ...

Edgar C. Merkle

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28

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ML
2002
ACM

220views Machine Learning» more ML 2002»

Bayesian Methods for Support Vector Machines: Evidence and Predictive Class Probabilities

13 years 7 months ago

Download www.mth.kcl.ac.uk

I describe a framework for interpreting Support Vector Machines (SVMs) as maximum a posteriori (MAP) solutions to inference problems with Gaussian Process priors. This probabilisti...

Peter Sollich

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26

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IJCAI
2007

200views Artificial Intelligence» more IJCAI 2007»

Compiling Bayesian Networks by Symbolic Probability Calculation Based on Zero-Suppressed BDDs

13 years 9 months ago

Download sato-www.cs.titech.ac.jp

Compiling Bayesian networks (BNs) is one of the hot topics in the area of probabilistic modeling and processing. In this paper, we propose a new method of compiling BNs into multi...

Shin-ichi Minato, Ken Satoh, Taisuke Sato

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23

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BIRTHDAY
2005
Springer

134views Applied Computing» more BIRTHDAY 2005»

Objective Bayesian Nets

14 years 1 months ago

Download www.kent.ac.uk

I present a formalism that combines two methodologies: objective Bayesianism and Bayesian nets. According to objective Bayesianism, an agent’s degrees of belief (i) ought to sat...

Jon Williamson

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19

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UAI
2004

95views Artificial Intelligence» more UAI 2004»

A Generative Bayesian Model for Aggregating Experts' Probabilities

13 years 9 months ago