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“What if?” in Probabilistic Logic Programming

open access: yesTheory and Practice of Logic Programming, 2023
AbstractA ProbLog program is a logic program with facts that only hold with a specified probability. In this contribution, we extend this ProbLog language by the ability to answer “What if” queries. Intuitively, a ProbLog program defines a distribution by solving a system of equations in terms of mutually independent predefined Boolean random variables.
RAFAEL KIESEL   +2 more
openaire   +3 more sources

On-Line Surface Roughness Prediction by Using a Probabilistic Approach for End-Milling

open access: yesIEEE Access, 2019
An effective and efficient methodology is proposed to predict surface roughness by online monitoring of surface quality using accelerometer signals. A probabilistic approach, Monte Carlo Simulation, was researched and developed to create an automated ...
Oguz Kayabasi, Senol Erturk
doaj   +1 more source

Relational Probabilistic Conditionals and Their Instantiations under Maximum Entropy Semantics for First-Order Knowledge Bases

open access: yesEntropy, 2015
For conditional probabilistic knowledge bases with conditionals based on propositional logic, the principle of maximum entropy (ME) is well-established, determining a unique model inductively completing the explicitly given knowledge.
Christoph Beierle   +2 more
doaj   +1 more source

EXPTIME Tableaux for the Coalgebraic mu-Calculus [PDF]

open access: yesLogical Methods in Computer Science, 2011
The coalgebraic approach to modal logic provides a uniform framework that captures the semantics of a large class of structurally different modal logics, including e.g. graded and probabilistic modal logics and coalition logic.
Corina Cirstea   +2 more
doaj   +1 more source

Quantum Team Logic and Bell's Inequalities [PDF]

open access: yes, 2015
A logical approach to Bell's Inequalities of quantum mechanics has been introduced by Abramsky and Hardy [2]. We point out that the logical Bell's Inequalities of [2] are provable in the probability logic of Fagin, Halpern and Megiddo [4].
Hyttinen, Tapani   +2 more
core   +2 more sources

Weighted versus Probabilistic Logics [PDF]

open access: yes, 2009
While a mature theory around logics such as MSO, LTL, and CTL has been developed in the pure boolean setting of finite automata, weighted automata lack such a natural connection with (temporal) logic and related verification algorithms. In this paper, we will identify weighted versions of MSO and CTL that generalize the classical logics and even other ...
Gastin, Paul, Bollig, Benedikt
openaire   +2 more sources

A Unified Approach to Semantic Information and Communication Based on Probabilistic Logic

open access: yesIEEE Access, 2022
Traditionally, studies on technical communication (TC) are based on stochastic modeling and manipulation. This is not sufficient for semantic communication (SC) where semantic elements are logically connected, rather than stochastically correlated.
Jinho Choi, Seng W. Loke, Jihong Park
doaj   +1 more source

Self-Organized Complexity and Coherent Infomax from the Viewpoint of Jaynes’s Probability Theory

open access: yesInformation, 2012
This paper discusses concepts of self-organized complexity and the theory of Coherent Infomax in the light of Jaynes’s probability theory. Coherent Infomax, shows, in principle, how adaptively self-organized complexity can be preserved and improved by ...
William A. Phillips
doaj   +1 more source

Lifted Variable Elimination for Probabilistic Logic Programming

open access: yes, 2014
Lifted inference has been proposed for various probabilistic logical frameworks in order to compute the probability of queries in a time that depends on the size of the domains of the random variables rather than the number of instances.
Bellodi, Elena   +4 more
core   +1 more source

Probabilistic Unawareness

open access: yesGames, 2016
The modeling of awareness and unawareness is a significant topic in the doxastic logic literature, where it is usually tackled in terms of full belief operators. The present paper aims at a treatment in terms of partial belief operators.
Mikaël Cozic
doaj   +1 more source

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