Rule induction with CN2: some recent improvements
EWSL-91 Proceedings of the European working session on learning on Machine learning
Using the m-estimate in rule induction
Journal of Computing and Information Technology
Recovering software specifications with inductive logic programming
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
Theories for mutagenicity: a study in first-order and feature-based induction
Artificial Intelligence - Special volume on empirical methods
Machine Learning - special issue on inductive logic programming
Top-down induction of first-order logical decision trees
Artificial Intelligence
Pharmacophore Discovery Using the Inductive Logic Programming System PROGOL
Machine Learning - Special issue on applications of machine learning and the knowledge discovery process
Relational learning of pattern-match rules for information extraction
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Genome scale prediction of protein functional class from sequence using data mining
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Relational instance-based learning with lists and terms
Machine Learning - Special issue on inducive logic programming
Machine Learning - Special issue on inducive logic programming
Relational learning with statistical predicate invention: better models for hypertext
Machine Learning - Special issue on inducive logic programming
Predicting Chemical Parameters of River Water Quality from Bioindicator Data
Applied Intelligence
Learning Logical Definitions from Relations
Machine Learning
Analysis of Rachmaninoff's Piano Performances Using Inductive Logic Programming (Extended Abstract)
ECML '95 Proceedings of the 8th European Conference on Machine Learning
Learning to Classify X-Ray Images Using Relational Learning
ECML '98 Proceedings of the 10th European Conference on Machine Learning
A Comparative Study of Inductive Logic Programming Methods for Software Fault Prediction
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Top-Down Induction of Clustering Trees
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Learning Chomsky-like Grammars for Biological Sequence Families
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Simultaneous Prediction of Mulriple Chemical Parameters of River Water Quality with TILDE
PKDD '99 Proceedings of the Third European Conference on Principles of Data Mining and Knowledge Discovery
An assessment of submissions made to the Predictive Toxicology Evaluation Challenge
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Analysis and Prediction of Piano Performances Using Inductive Logic Programming
ILP '96 Selected Papers from the 6th International Workshop on Inductive Logic Programming
An Initial Experiment into Stereochemistry-Based Drug Design Using Inductive Logic Programming
ILP '96 Selected Papers from the 6th International Workshop on Inductive Logic Programming
ILP '96 Selected Papers from the 6th International Workshop on Inductive Logic Programming
Carcinogenesis Predictions Using ILP
ILP '97 Proceedings of the 7th International Workshop on Inductive Logic Programming
Data Mining via ILP: The Application of Progol to a Database of Enantioseparations
ILP '97 Proceedings of the 7th International Workshop on Inductive Logic Programming
Detecting Traffic Problems with ILP
ILP '98 Proceedings of the 8th International Workshop on Inductive Logic Programming
A Comparison of ILP and Propositional Systems on Propositional Traffic Data
ILP '98 Proceedings of the 8th International Workshop on Inductive Logic Programming
Randomised restarted search in ILP
Machine Learning
Constructing a Decision Tree for Graph-Structured Data and its Applications
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
Learning first-order Bayesian networks
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
Similarity-Based Classification in Relational Databases
Fundamenta Informaticae
Parameter screening and optimisation for ILP using designed experiments
ILP'09 Proceedings of the 19th international conference on Inductive logic programming
A representation to apply usual data mining techniques to chemical reactions
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Parameter Screening and Optimisation for ILP using Designed Experiments
The Journal of Machine Learning Research
Norm refinement and design through inductive learning
COIN@AAMAS'10 Proceedings of the 6th international conference on Coordination, organizations, institutions, and norms in agent systems
From inductive logic programming to relational data mining
JELIA'06 Proceedings of the 10th European conference on Logics in Artificial Intelligence
Constructing a Decision Tree for Graph-Structured Data and its Applications
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
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This chapter gives an overview of applications of relational learning and inductive logic programming to data mining problems in a variety of areas. These include bioinformatics, where successful applications come from drug design, predicting mutagenicity, and carcinogenicity, and predicting protein structure and function, including genome scale prediction of protein functional class. Other application areas include medicine, environmental sciences and monitoring, mechanical and traffic engineering. Applications of relational learning are also emerging in business data analysis, text and Web mining, and miscellaneous other fields, such as the analysis of musical performances.