Semantics of the Relative Belief of Singletons

نویسنده

  • Fabio Cuzzolin
چکیده

The theory of evidence (ToE) [16] extends classical probability theory through the notion of belief function (b.f.), a mathematical entity which independently assigns probability values to sets of possibilities rather than single events. A belief function b : 2 → [0, 1] on a finite set (“frame”) Θ has the form b(A) = ∑ B⊆A mb(B) where mb : 2 Θ → [0, 1], is called “basic probability assignment” (b.p.a.), and meets the positivity mb(A) ≥ 0 ∀A ⊆ Θ and normalization ∑ A⊆Θ mb(A) = 1 axioms. Events associated with non-zero basic probabilities are called “focal elements”. A b.p.a. can be uniquely recovered from a belief function through Moebius inversion:

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

On the relative belief transform

In this paper we discuss the semantics and properties of the relative belief transform, a probability transformation of belief functions closely related to the classical plausibility transform. We discuss its rationale in both the probability-bound and Shafer’s interpretations of belief functions. Even though the resulting probability (as it is the case for the plausibility transform) is not co...

متن کامل

Dual properties of relative belief of singletons

In this letter we prove that the relative belief of singletons, one of the possible Bayesian approximations of a belief function, commutes with respect to Dempster’s orthogonal sum, and meets a number of properties which are indeed the duals of those met by the relative plausibility of singletons. This highlights a classification of Bayesian approximations in two families, according to the oper...

متن کامل

The relative belief of singletons

In this paper we introduce the relative belief of singletons as a novel probability distribution associated with a belief function. We discuss its nature in terms of degrees of belief under several different angles, its rationale in terms of game theory and its applicability to different classes of belief functions. We prove that it commutes with Dempster’s orthogonal sum, and meets a number of...

متن کامل

Dual Properties of the Relative Belief of Singletons

In this paper we prove that a recent Bayesian approximation of belief functions, the relative belief of singletons, meets a number of properties with respect to Dempster’s rule of combination which mirrors those satisfied by the relative plausibility of singletons. In particular, its operator commutes with Dempster’s sum of plausibility functions, while perfectly representing a plausibility fun...

متن کامل

Credal semantics of Bayesian transformations

In this paper we propose a credal representation of the set of interval probabilities associated with a belief function, and show how it relates to several classical Bayesian transformations of belief functions through the notion of “focus” of a pair of simplices. Starting from the interpretation of the pignistic function as the center of mass of the credal set of consistent probabilities, we p...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2008