Search Results - "Smets, Philippe"
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Decision making in the TBM: the necessity of the pignistic transformation
Published in International journal of approximate reasoning (01-02-2005)“…In the transferable belief model (TBM), pignistic probabilities are used for decision making. The nature of the pignistic transformation is justified by a…”
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Classification Using Belief Functions: Relationship Between Case-Based and Model-Based Approaches
Published in IEEE transactions on systems, man and cybernetics. Part B, Cybernetics (01-12-2006)“…The transferable belief model (TBM) is a model to represent quantified uncertainties based on belief functions, unrelated to any underlying probability model…”
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Analyzing the combination of conflicting belief functions
Published in Information fusion (01-10-2007)“…We consider uncertain data which uncertainty is represented by belief functions and that must be combined. The result of the combination of the belief…”
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Belief functions on real numbers
Published in International journal of approximate reasoning (01-11-2005)“…We generalize the TBM (transferable belief model) to the case where the frame of discernment is the extended set of real numbers R = [ - ∞ , ∞ ] , under the…”
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The TBM global distance measure for the association of uncertain combat ID declarations
Published in Information fusion (01-09-2006)“…The problem is sequential association of combat ID declarations in the multi-target environment. Being random and non-specific, the combat ID declarations are…”
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The application of the matrix calculus to belief functions
Published in International journal of approximate reasoning (01-10-2002)“…The mathematics of belief functions can be handled with the use of the matrix notation. This representation helps greatly the user thanks to its notational…”
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Kalman filter and joint tracking and classification based on belief functions in the TBM framework
Published in Information fusion (2007)“…The paper develops an approach to joint tracking and classification based on belief functions as understood in the transferable belief model (TBM). The TBM…”
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A definition of subjective possibility
Published in International journal of approximate reasoning (01-06-2008)“…Based on the setting of exchangeable bets, this paper proposes a subjectivist view of numerical possibility theory. It relies on the assumption that when an…”
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Global cost of assignment in the TBM framework for association of uncertain ID reports
Published in Aerospace science and technology (01-05-2007)“…Suppose we are given multiple independent reports on the count and identification (class, type, allegiance) of objects that are present in a certain volume of…”
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Journal Article Conference Proceeding -
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Target identification based on the transferable belief model interpretation of dempster-shafer model
Published in IEEE transactions on systems, man and cybernetics. Part A, Systems and humans (01-07-2004)“…This paper explains how multisensor data fusion and target identification can be performed within the transferable belief model (TBM), a model for the…”
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Assessing sensor reliability for multisensor data fusion within the transferable belief model
Published in IEEE transactions on systems, man and cybernetics. Part B, Cybernetics (01-02-2004)“…This paper presents a method for assessing the reliability of a sensor in a classification problem based on the transferable belief model. First, we develop a…”
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Target identification using belief functions and implication rules
Published in IEEE transactions on aerospace and electronic systems (01-07-2005)“…Presented here is the theoretical basis of data fusion for the purpose of target identification using the belief function theory. The key feature is that we…”
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Target classification approach based on the belief function theory
Published in IEEE transactions on aerospace and electronic systems (01-04-2005)“…A theoretical framework is presented for target classification based on the belief theory on the continuous space. The proposed approach is applicable when…”
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Application of the transferable belief model to diagnostic problems
Published in International journal of intelligent systems (01-02-1998)“…I give a short presentation of the most relevant elements of the transferable belief model and its use for problems related to the diagnostic process. These…”
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Journal Article Conference Proceeding -
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The combination of evidence in the transferable belief model
Published in IEEE transactions on pattern analysis and machine intelligence (01-05-1990)“…A description of the transferable belief model, which is used to quantify degrees of belief based on belief functions, is given. The impact of open- and…”
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Data association in multi-target detection using the transferable belief model
Published in International journal of intelligent systems (01-10-2001)“…In the transferable belief model, a model for the quantified representation of beliefs, some masses can be allocated to the empty set. It reflects the conflict…”
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Belief decision trees: theoretical foundations
Published in International journal of approximate reasoning (01-11-2001)“…This paper extends the decision tree technique to an uncertain environment where the uncertainty is represented by belief functions as interpreted in the…”
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The normative representation of quantified beliefs by belief functions
Published in Artificial intelligence (01-05-1997)“…The use of belief functions has recently been advocated as an alternative to the use of probability functions in order to represent quantified beliefs. Such a…”
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Belief function independence: II. The conditional case
Published in International journal of approximate reasoning (01-10-2002)“…In the companion paper [Int. J. Approx. Reasoning 29 (1) (2002) 47], we have emphasized the distinction between non-interactivity and doxastic independence in…”
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Belief functions and default reasoning
Published in Artificial intelligence (01-09-2000)“…We present a new approach to deal with default information based on the theory of belief functions. Our semantic structures, inspired by Adams' epsilon…”
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