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Probabilistic logic information


Probabilistic logic (also probability logic and probabilistic reasoning) involves the use of probability and logic to deal with uncertain situations. Probabilistic logic extends traditional logic truth tables with probabilistic expressions. A difficulty of probabilistic logics is their tendency to multiply the computational complexities of their probabilistic and logical components. Other difficulties include the possibility of counter-intuitive results, such as in case of belief fusion in Dempster–Shafer theory. Source trust and epistemic uncertainty about the probabilities they provide, such as defined in subjective logic, are additional elements to consider. The need to deal with a broad variety of contexts and issues has led to many different proposals.

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Probabilistic logic

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Probabilistic logic (also probability logic and probabilistic reasoning) involves the use of probability and logic to deal with uncertain situations. Probabilistic...

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Probabilistic logic programming

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Probabilistic logic programming is a programming paradigm that combines logic programming with probabilities. Most approaches to probabilistic logic programming...

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Inductive logic programming

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ACE) ProGolem Probabilistic inductive logic programming adapts the setting of inductive logic programming to learning probabilistic logic programs. It...

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Probabilistic programming

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Probabilistic logic programming is a programming paradigm that extends logic programming with probabilities. Most approaches to probabilistic logic programming...

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Probabilistic logic network

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A probabilistic logic network (PLN) is a conceptual, mathematical and computational approach to uncertain inference. It was inspired by logic programming...

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Probabilistic soft logic

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Probabilistic Soft Logic (PSL) is a statistical relational learning (SRL) framework for modeling probabilistic and relational domains. It is applicable...

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Markov logic network

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A Markov logic network (MLN) is a probabilistic logic which applies the ideas of a Markov network to first-order logic, defining probability distributions...

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Boolean data type

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case of a more general logical data type—logic does not always need to be Boolean (see probabilistic logic). In programming languages with a built-in...

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Semantic reasoner

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There are also examples of probabilistic reasoners, including non-axiomatic reasoning systems, and probabilistic logic networks. Notable semantic reasoners...

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ProbLog

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probabilistic logic programming language that extends Prolog with probabilities. It minimally extends Prolog by adding the notion of a probabilistic fact...

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Rete algorithm

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already implements the Rete algorithm) to make it support probabilistic logic, like fuzzy logic and Bayesian networks. Action selection mechanism Inference...

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Abductive reasoning

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most likely hypothesis that should be adopted. Subjective logic generalises probabilistic logic by including degrees of epistemic uncertainty in the input...

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Statistical relational learning

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first-order logic to describe relational properties of a domain in a general manner (universal quantification) and draw upon probabilistic graphical models...

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Subjective logic

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Subjective logic is a type of probabilistic logic that explicitly takes epistemic uncertainty and source trust into account. In general, subjective logic is suitable...

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Boolean algebra

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logical truth values yields a multi-valued logic, which forms the basis for fuzzy logic and probabilistic logic. In these interpretations, a value is interpreted...

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Probability theory

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modelling that uses statistics to predict outcomes Probabilistic logic – use of probability and logic to deal with uncertain situationsPages displaying...

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Unit interval

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logical truth values yields a multi-valued logic, which forms the basis for fuzzy logic and probabilistic logic. In these interpretations, a value is interpreted...

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Probabilistic argumentation

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Probabilistic argumentation refers to different formal frameworks pertaining to probabilistic logic. All share the idea that qualitative aspects can be...

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Randomized algorithm

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either by signaling a failure or failing to terminate. In some cases, probabilistic algorithms are the only practical means of solving a problem. In common...

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Logic

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Logic is the study of correct reasoning. It includes both formal and informal logic. Formal logic is the study of deductively valid inferences or logical...

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Sentential decision diagram

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more succinct than OBDDs. SDDs are used as a compilation target for probabilistic logic programs by the ProbLog 2 system since they support tractable (weighted)...

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Index of logic articles

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Principles of Mathematical Logic -- Prior Analytics -- Private Eye Project -- Pro hominem -- Probabilistic logic -- Probabilistic logic network -- Problem of...

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Probabilistic CTL

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Probabilistic Computation Tree Logic (PCTL) is an extension of computation tree logic (CTL) that allows for probabilistic quantification of described...

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Probabilistic proposition

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A probabilistic proposition is a proposition with a measured probability of being true for an arbitrary person at an arbitrary time. They may be contrasted...

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Dynamic Bayesian network

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to probabilistic Boolean networks and can, similarly, be used to model dynamical systems at steady-state. Recursive Bayesian estimation Probabilistic logic...

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OpenCog

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inference and chaining. An implementation of a probabilistic reasoning engine based on probabilistic logic networks (PLN). The current implementation uses...

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Bayesian programming

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but an inference engine to automate probabilistic reasoning—a kind of Prolog for probability instead of logic. Bayesian programming is a formal and...

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PLN

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the orchid genus Pleione .pln, a file extension used by SilkTest Probabilistic logic network Planetary nebula Polish złoty, currency by ISO 4217 currency...

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