Muggleton, Stephen

Inductive Logic Programming: Theory and methods

Muggleton, S., & de Raedt, L. (1994) · The Journal of Logic Programming

Logic, Reasoning, and KnowledgeData Mining Algorithms and Applications

Cited by 1,537

Inverse entailment and progol

Muggleton, S. (1995) · New Generation Computing

Logic, Reasoning, and KnowledgeAI-based Problem Solving and Planning

Cited by 1,411

Inductive logic programming

Muggleton, S. (1991) · New Generation Computing

Logic, Reasoning, and KnowledgeComputability, Logic, AI Algorithms

Cited by 1,044

Functional genomic hypothesis generation and experimentation by a robot scientist

King, R. D., Whelan, K. E., Jones, F. M., Reiser, P. G. K., Bryant, C. H., Muggleton, S. H., Kell, D. B., & Oliver, S. G. (2004) · Nature

Scientific Computing and Data ManagementBioinformatics and Genomic Networks

Cited by 662

Machine Invention of First-order Predicates by Inverting Resolution

MUGGLETON, S., & BUNTINE, W. (1988) · Machine Learning Proceedings 1988

Logic, Reasoning, and KnowledgeAI-based Problem Solving and Planning

Cited by 436

Drug design by machine learning: the use of inductive logic programming to model the structure-activity relationships of trimethoprim analogues binding to dihydrofolate reductase.

King, R. D., Muggleton, S., Lewis, R. A., & Sternberg, M. J. (1992) · Proceedings of the National Academy of Sciences

Computational Drug Discovery MethodsMachine Learning in Materials Science

Cited by 219

Meta-interpretive learning of higher-order dyadic datalog: predicate invention revisited

Muggleton, S. H., Lin, D., & Tamaddoni-Nezhad, A. (2015) · Machine Learning

Logic, Reasoning, and KnowledgeComputability, Logic, AI Algorithms

Cited by 184

Pharmacophore Discovery Using the Inductive Logic Programming System PROGOL

Finn, P., Muggleton, S., Page, D., & Srinivasan, A. (1998) · Machine Learning

Computational Drug Discovery MethodsData Mining Algorithms and Applications

Cited by 138

ILP turns 20: Biography and future challenges

Muggleton, S., De Raedt, L., Poole, D., Bratko, I., Flach, P., Inoue, K., & Srinivasan, A. (2012) · Machine Learning

Logic, Reasoning, and KnowledgeData Mining Algorithms and Applications

Cited by 126

Meta-interpretive learning: application to grammatical inference

Muggleton, S. H., Lin, D., Pahlavi, N., & Tamaddoni-Nezhad, A. (2014) · Machine Learning

Logic, Reasoning, and KnowledgeAI-based Problem Solving and Planning

Cited by 120

Application of abductive ILP to learning metabolic network inhibition from temporal data

Tamaddoni-Nezhad, A., Chaleil, R., Kakas, A., & Muggleton, S. (2006) · Machine Learning

Gene Regulatory Network AnalysisLogic, Reasoning, and Knowledge

Cited by 92

Automated Discovery of Food Webs from Ecological Data Using Logic-Based Machine Learning

Bohan, D. A., Caron-Lormier, G., Muggleton, S., Raybould, A., & Tamaddoni-Nezhad, A. (2011) · PLoS ONE

Insect-Plant Interactions and ControlEcology and Vegetation Dynamics Studies

Cited by 83

Inductive logic programming at 30

Cropper, A., Dumančić, S., Evans, R., & Muggleton, S. H. (2022) · Machine Learning

Logic, Reasoning, and KnowledgeData Mining Algorithms and Applications

Cited by 61

Abductive Knowledge Induction from Raw Data

Dai, W.-Z., & Muggleton, S. (2021) · Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence

Logic, Reasoning, and KnowledgeAI-based Problem Solving and Planning

Cited by 42

Meta-Interpretive Learning of Data Transformation Programs

Cropper, A., Tamaddoni-Nezhad, A., & Muggleton, S. H. (2016) · Lecture Notes in Computer Science

Data Mining Algorithms and ApplicationsAI-based Problem Solving and Planning

Cited by 32

The Effect of Relational Background Knowledge on Learning of Protein Three-Dimensional Fold Signatures

Turcotte, M., Muggleton, S. H., & Sternberg, M. J. E. (2001) · Machine Learning

Protein Structure and DynamicsMachine Learning in Bioinformatics

Cited by 30

TopLog: ILP Using a Logic Program Declarative Bias

Muggleton, S. H., Santos, J. C. A., & Tamaddoni-Nezhad, A. (2008) · Lecture Notes in Computer Science

Logic, Reasoning, and KnowledgeData Mining Algorithms and Applications

Cited by 29

Learning higher-order logic programs

Cropper, A., Morel, R., & Muggleton, S. (2020) · Machine Learning

Logic, Reasoning, and KnowledgeAI-based Problem Solving and Planning

Cited by 11