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The rules associated with propositional logic programs and the stable model semantics are not expressive enough to let one write concise programs. This problem is alleviated by introducing some new types of propositional rules. Together…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Patrik Simons

Non deterministic applications arise in many domains, including, stochastic optimization, multi-objectives optimization, stochastic planning, contingent stochastic planning, reinforcement learning, reinforcement learning in partially…

人工智能 · 计算机科学 2013-04-29 Emad Saad

Open logic programs and open entailment have been recently proposed as an abstract framework for the verification of incomplete specifications based upon normal logic programs and the stable model semantics. There are obvious analogies…

人工智能 · 计算机科学 2007-05-23 Piero A. Bonatti

The goal of inductive logic programming is to induce a logic program (a set of logical rules) that generalises training examples. Inducing programs with many rules and literals is a major challenge. To tackle this challenge, we introduce an…

机器学习 · 计算机科学 2023-08-21 Andrew Cropper , Céline Hocquette

Pearl observes that causal knowledge enables predicting the effects of interventions, such as actions, whereas descriptive knowledge only permits drawing conclusions from observation. This paper extends Pearl's approach to causality and…

人工智能 · 计算机科学 2025-07-08 Kilian Rückschloß , Felix Weitkämper

This paper analyses the declarative readings of logic programming. Logic programming - and negation as failure - has no unique declarative reading. One common view is that logic programming is a logic for default reasoning, a sub-formalism…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Marc Denecker

The programming language Prolog makes declarative programming possible, at least to a substantial extent. Programs may be written and reasoned about in terms of their declarative semantics. All the advantages of declarative programming are…

计算机科学中的逻辑 · 计算机科学 2023-08-31 Włodzimierz Drabent

Abduction, first proposed in the setting of classical logics, has been studied with growing interest in the logic programming area during the last years. In this paper we study {\em abduction with penalization} in logic programming. This…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Giovambattista Ianni , Nicola Leone , Simona Perri , Francesco Scarcello

Logic programming languages present clear advantages in terms of declarativeness and conciseness. However, the ideas of logic programming have been met with resistance in other programming communities, and have not generally been adopted by…

编程语言 · 计算机科学 2026-01-08 Ivan Perez , Angel Herranz

Rule-based reasoning is an essential part of human intelligence prominently formalized in artificial intelligence research via logic programs. Describing complex objects as the composition of elementary ones is a common strategy in computer…

人工智能 · 计算机科学 2023-12-15 Christian Antic

We describe an approach for compiling preferences into logic programs under the answer set semantics. An ordered logic program is an extended logic program in which rules are named by unique terms, and in which preferences among rules are…

人工智能 · 计算机科学 2007-05-23 James P. Delgrande , Torsten Schaub , Hans Tompits

We provide here a computational interpretation of first-order logic based on a constructive interpretation of satisfiability w.r.t. a fixed but arbitrary interpretation. In this approach the formulas themselves are programs. This contrasts…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Krzysztof R. Apt , Marc Bezem

Possibilistic logic programs (poss-programs) under stable models are a major variant of answer set programming (ASP). While its semantics (possibilistic stable models) and properties have been well investigated, the problem of inductive…

人工智能 · 计算机科学 2026-01-14 Hongbo Hu , Yisong Wang , Yi Huang , Kewen Wang

This paper contains examples for a companion paper "The Prolog Debugger and Declarative Programming", which discusses (in)adequacy of the Prolog debugger for declarative programming. Logic programming is a declarative programming paradigm.…

编程语言 · 计算机科学 2020-04-07 Włodzimierz Drabent

Data-driven approaches are becoming more common as problem-solving techniques in many areas of research and industry. In most cases, machine learning models are the key component of these solutions, but a solution involves multiple such…

人工智能 · 计算机科学 2019-06-20 Parisa Kordjamshidi , Dan Roth , Kristian Kersting

We introduce a methodology and framework for expressing general preference information in logic programming under the answer set semantics. An ordered logic program is an extended logic program in which rules are named by unique terms, and…

人工智能 · 计算机科学 2007-05-23 J. P. Delgrande , T. Schaub , H. Tompits

The development of logic has largely been through the 'deductive' paradigm: conclusions are inferred from established premisses. However, the use of logic in the context of both human and machine reasoning is typically through the dual…

计算机科学中的逻辑 · 计算机科学 2025-04-29 Alexander V. Gheorghiu , David J. Pym

Diagnostic reasoning has been characterized logically as consistency-based reasoning or abductive reasoning. Previous analyses in the literature have shown, on the one hand, that choosing the (in general more restrictive) abductive…

人工智能 · 计算机科学 2007-05-23 Daniele Theseider Dupre'

Abductive reasoning, reasoning for inferring explanations for observations, is often mentioned in scientific, design-related and artistic contexts, but its understanding varies across these domains. This paper reviews how abductive…

人工智能 · 计算机科学 2025-07-14 Abhinav Sood , Kazjon Grace , Stephen Wan , Cecile Paris

An equational logic program is a set of directed equations or rules, which are used to compute in the obvious way (by replacing equals with ``simpler'' equals). We present static analysis techniques for efficient equational logic…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Rakesh M. Verma