Automated Reasoning Using Possibilistic Logic: Semantics, Belief Revision and Variable Certainty Weights

نویسندگان

  • Didier Dubois
  • Jérôme Lang
  • Henri Prade
چکیده

In this paper an approach to automated deduction under uncertainty ,based on possibilistic logic, is proposed ; for that purpose we deal with clauses weighted by a degree which is a lower bound of a necessity or a possibility measure, according to the nature of the uncertainty. Two resolution rules are used for coping with the different situations, and the refutation method can be generalized. Besides the lower bounds are allowed to be functions of variables involved in the clause, which gives hypothetical reasoning capabilities. The relation between our approach and the idea of minimizing abnormality is briefly discussed. In case where only lower bounds of necessity measures are involved, a semantics is proposed, in which the completeness of the extended resolution principle is proved. Moreover deduction from a partially inconsistent knowledge base can be managed in this approach and displays some form of non-monotonicity.

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

A Possibilistic Assumption-Based Truth Maintenance System with Uncertain Justifications, and its Application to Belief Revision

possibilistic model, both changes of weights or labels lead to almost no more computations than in De Kleer's original model. Lastly, the other models cannot handle disjunctions of assumptions ; besides, Provan's model needs to consider the assumptions as independent as long as they are not mutually exclusive (i.e. not containing any nogood). Possibilistic ATMS do not require this assumption, a...

متن کامل

Possibilistic reasoning with partially ordered beliefs

This paper presents the extension of results on reasoning with totally ordered belief bases to the partially ordered case. The idea is to reason from logical bases equipped with a partial order expressing relative certainty and to construct a partially ordered deductive closure. The difficult point lies in the fact that equivalent definitions in the totally ordered case are no longer equivalent...

متن کامل

Modal logics for qualitative possibility theory

Possibilistic logic has been proposed as a numerical formalism for reasoning with uncertainty. There has been interest in developing qualitative accounts of possibility, as well as an explanation of the relationship between possibility and modal logics. We present two modal logics that can be used to represent and reason with qualitative statements of possibility and necessity. These logics hav...

متن کامل

Possibilistic Safe Beliefs vs. Possibilistic Stable Models

In any learning process, the learners arrive with a great deal of variables, such as their different learning styles, their affective states and their previous knowledge, among many others. In most cases, their previous knowledge is incomplete or it comes with a certain degree of uncertainty. Possibilistic Logic was developed as an approach to automated reasoning from uncertain or prioritized i...

متن کامل

A Logic of Graded Possibility and Certainty Coping with Partial Inconsistency

A semantics is given to possibilistic logic, a logic that handles weighted classical logic formulae, and where weights are interpreted as lower bounds on degrees of certainty or possibility, in the sense of Zadeh's possibility theory. The proposed semantics is based on fuzzy sets of interpretations. It is tolerant to partial inconsistency. Satisfiability is extended from interpretations to fuzz...

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:
  • IEEE Trans. Knowl. Data Eng.

دوره 6  شماره 

صفحات  -

تاریخ انتشار 1994