Search Results - Inductive–Inductive Logic Programming

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

“…We describe the Inspire system which participated in the first competition on inductive logic programming (ILP…”
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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 by 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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Guest editors’ introduction: special issue on Inductive Logic Programming (ILP 2019) by Kazakov, Dimitar, Železný, Filip

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"Would life be more interesting if I were in AI?" Answering Counterfactuals based on Probabilistic Inductive Logic Programming by Rückschloß, Kilian, Weitkämper, Felix

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Inductive logic programming at 30 by 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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Drug design by machine learning: the use of inductive logic programming to model the structure-activity relationships of trimethoprim analogues binding to dihydrofolate reductase by 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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Guest editors’ introduction: special issue on Inductive Logic Programming and on Multi-Relational Learning by Zaverucha, Gerson, Vítor, Santos Costa

“…Issue Title: Special Issue on Inductive Logic Programming and on Multi-Relational Learning; Guest Editors…”
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Learning Logic Specifications for Policy Guidance in POMDPs: an Inductive Logic Programming Approach by Meli, Daniele, Castellini, Alberto, Farinelli, Alessandro

“…Partially Observable Markov Decision Processes (POMDPs) are a powerful framework for planning under uncertainty. They allow to model state uncertainty as a…”
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Ultra-Strong Machine Learning: comprehensibility of programs learned with ILP by 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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A Critical Review of Inductive Logic Programming Techniques for Explainable AI by 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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Inductive Logic Programming At 30: A New Introduction by 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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A general approach for developing system-specific functions to score protein-ligand docked complexes using support vector inductive logic programming by Amini, Ata, Shrimpton, Paul J., Muggleton, Stephen H., Sternberg, Michael J. E.

“…Despite the increased recent use of protein–ligand and protein–protein docking in the drug discovery process due to the increases in computational power, the…”
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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 by 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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Inductive general game playing by 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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Computing intensional answers to questions – An inductive logic programming approach by Cimiano, Philipp, Rudolph, Sebastian, Hartfiel, Helena

“…Research on natural language interfaces has mainly concentrated on question interpretation as well as answer computation, but not focused as much on answer…”
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Conflict-Driven Inductive Logic Programming by LAW, MARK

“…The goal of inductive logic programming (ILP) is to learn a program that explains a set of examples…”
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Logical reduction of metarules by 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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Propositionalization and embeddings: two sides of the same coin by Lavrač, Nada, Škrlj, Blaž, Robnik-Šikonja, Marko

“…Data preprocessing is an important component of machine learning pipelines, which requires ample time and resources. An integral part of preprocessing is data…”
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Discovering rules for protein-ligand specificity using support vector inductive logic programming by Kelley, Lawrence A, Shrimpton, Paul J, Muggleton, Stephen H, Sternberg, Michael J E

“…Structural genomics initiatives are rapidly generating vast numbers of protein structures. Comparative modelling is also capable of producing accurate…”
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Guest editors’ introduction: Special issue on Inductive Logic Programming (ILP-2008) by Železný, Filip, Lavrač, Nada

“…Issue Title: Special Issue: Inductive Logic Programming; Guest Editors: Filip elezný and Nada Lavrac…”
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