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» Measures of divergence on credal sets
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59
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FSS
2006
72views more  FSS 2006»
14 years 11 months ago
Measures of divergence on credal sets
Joaquín Abellán, Manuel Gómez
100
Voted
ISIPTA
2005
IEEE
168views Mathematics» more  ISIPTA 2005»
15 years 4 months ago
Approximate Inference in Credal Networks by Variational Mean Field Methods
Graph-theoretical representations for sets of probability measures (credal networks) generally display high complexity, and approximate inference seems to be a natural solution fo...
Jaime Shinsuke Ide, Fabio Gagliardi Cozman
95
Voted
JMLR
2010
119views more  JMLR 2010»
14 years 5 months ago
The Coding Divergence for Measuring the Complexity of Separating Two Sets
In this paper we integrate two essential processes, discretization of continuous data and learning of a model that explains them, towards fully computational machine learning from...
Mahito Sugiyama, Akihiro Yamamoto
TSMC
2010
14 years 5 months ago
Credal Semantics of Bayesian Transformations in Terms of Probability Intervals
In this paper we propose a credal representation of the interval probability associated with a belief function (b.f.), and show how it relates to several classical Bayesian transfo...
Fabio Cuzzolin
98
Voted
ISCI
2008
116views more  ISCI 2008»
14 years 11 months ago
On the J-divergence of intuitionistic fuzzy sets with its application to pattern recognition
The importance of suitable distance measures between intuitionistic fuzzy sets (IFSs) arises because of the role they play in the inference problem. A concept closely related to o...
Wen-Liang Hung, Miin-Shen Yang