Výsledky vyhledávání - Inductive Logic Programming

Best-effort inductive logic programming via fine-grained cost-based hypothesis generation: The inspire system at the inductive logic programming competition Autor Schüller, Peter, Benz, Mishal

“…We describe the Inspire system which participated in the first competition on inductive logic programming (ILP…”
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Inductive logic programming at 30 Autor Cropper, Andrew, Dumančić, Sebastijan, Evans, Richard, Muggleton, Stephen H.

“…Inductive logic programming (ILP) is a form of logic-based machine learning. The goal is to induce a hypothesis (a logic program…”
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Guest editors’ introduction: special issue on Inductive Logic Programming (ILP 2019) Autor Kazakov, Dimitar, Železný, Filip

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Support vector inductive logic programming outperforms the naive Bayes classifier and inductive logic programming for the classification of bioactive chemical compounds Autor Cannon, Edward O., Amini, Ata, Bender, Andreas, Sternberg, Michael J. E., Muggleton, Stephen H., Glen, Robert C., Mitchell, John B. O.

“…), Inductive Logic Programming (ILP) and Support Vector Inductive Logic Programming (SVILP) on a standard molecular benchmark dataset comprising 11 activity classes and about 102,000 structures…”
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"Would life be more interesting if I were in AI?" Answering Counterfactuals based on Probabilistic Inductive Logic Programming Autor Rückschloß, Kilian, Weitkämper, Felix

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Inductive Logic Programming At 30: A New Introduction Autor Cropper, Andrew, Dumančić, Sebastijan

“…Inductive logic programming (ILP) is a form of machine learning. The goal of ILP is to induce a hypothesis…”
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Learning Logic Specifications for Policy Guidance in POMDPs: an Inductive Logic Programming Approach Autor Meli, Daniele, Castellini, Alberto, Farinelli, Alessandro

“…  We convert the belief-action pairs to a logical semantics, and exploit data- and time-efficient Inductive…”
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A Critical Review of Inductive Logic Programming Techniques for Explainable AI Autor Zhang, Zheng, Yilmaz, Levent, Liu, Bo

“… Inductive logic programming (ILP), a subfield of symbolic AI, plays a promising role in generating interpretable explanations because of its intuitive logic-driven framework…”
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Conflict-Driven Inductive Logic Programming Autor LAW, MARK

“…The goal of inductive logic programming (ILP) is to learn a program that explains a set of examples…”
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Guest editors’ introduction: special issue on Inductive Logic Programming and on Multi-Relational Learning Autor Zaverucha, Gerson, Vítor, Santos Costa

“…Issue Title: Special Issue on Inductive Logic Programming and on Multi-Relational Learning; Guest Editors…”
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Inductive general game playing Autor Cropper, Andrew, Evans, Richard, Law, Mark

“… In the GGP competition, an agent is given the rules of a game (described as a logic program…”
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A differentiable first-order rule learner for inductive logic programming Autor Gao, Kun, Inoue, Katsumi, Cao, Yongzhi, Wang, Hanpin

“… Inductive logic programming (ILP) models are effective in learning first-order logic programs from observed relational data…”
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Ultra-Strong Machine Learning: comprehensibility of programs learned with ILP Autor Muggleton, Stephen H., Schmid, Ute, Zeller, Christina, Tamaddoni-Nezhad, Alireza, Besold, Tarek

“… We present two sets of experiments testing human comprehensibility of logic programs. In the first experiment we test human comprehensibility with and without…”
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Incremental learning of event definitions with Inductive Logic Programming Autor Katzouris, Nikos, Artikis, Alexander, Paliouras, Georgios

“… Using a logical framework for representing and reasoning about events offers direct connections to machine learning, via Inductive Logic Programming (ILP…”
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Drug design by machine learning: the use of inductive logic programming to model the structure-activity relationships of trimethoprim analogues binding to dihydrofolate reductase Autor King, R D, Muggleton, S, Lewis, R A, Sternberg, M J

“…The machine learning program GOLEM from the field of inductive logic programming was applied to the drug design problem of modeling structure-activity relationships…”
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Lifting symmetry breaking constraints with inductive logic programming Autor Tarzariol, Alice, Gebser, Martin, Schekotihin, Konstantin

“… To overcome these limitations, we introduce a new model-oriented approach for Answer Set Programming that lifts the SBCs…”
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A learning-based ontology alignment approach using inductive logic programming Autor Karimi, Hamed, Kamandi, Ali

“…•A new approach to find ontology mapping using inductive logic programming.•The ability to use background knowledge, as an input to induction algorithm…”
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Logical reduction of metarules Autor Cropper, Andrew, Tourret, Sophie

“…Many forms of inductive logic programming (ILP) use metarules , second-order Horn clauses, to define the structure of learnable programs and thus the hypothesis space…”
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Generating contrastive explanations for inductive logic programming based on a near miss approach Autor Rabold, Johannes, Siebers, Michael, Schmid, Ute

“…In recent research, human-understandable explanations of machine learning models have received a lot of attention. Often explanations are given in form of…”
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An Analysis of Motion Transition in Subtle Errors using Inductive Logic Programming: A Case Study in Approaches to Mild Cognitive Impairment Autor Ohwada, Hayato, Martono, Niken Prasasti, Abe, Keisuke, Yamaguchi, Takehiko

“…). Finger motion was recorded as a time-series database. An induction technique known as Inductive-Logic Programming (ILP…”
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