Top-down induction of first-order logical decision trees

Resource-bounded Relational Reasoning: Induction and Deduction Through Stochastic Matching

Machine Learning - Special issue on multistrategy learning

Refining Numerical Constants in First Order Logic Theories

Machine Learning - Special issue on multistrategy learning

An introduction to inductive logic programming

Relational Data Mining

Three companions for data mining in first order logic

Relational Data Mining

Inducing classification and regression trees in first order logic

Relational Data Mining

Discovery of relational association rules

Relational Data Mining

How to upgrade propositional learners to first order logic: case study

Relational Data Mining

Relational data mining applications: an overview

Relational Data Mining

Relational reinforcement learning

Mutli-agents systems and applications

Editorial

Data Mining and Knowledge Discovery

Discovery of frequent DATALOG patterns

Data Mining and Knowledge Discovery

Scaling Up Inductive Logic Programming by Learning from Interpretations

Data Mining and Knowledge Discovery

Relational Reinforcement Learning

Machine Learning

Inductive Logic Programming in Clementine

PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery

Relational Reinforcement Learning

EASSS '01 Selected Tutorial Papers from the 9th ECCAI Advanced Course ACAI 2001 and Agent Link's 3rd European Agent Systems Summer School on Multi-Agent Systems and Applications

Scalability Issues in Inductive Logic Programming

ALT '98 Proceedings of the 9th International Conference on Algorithmic Learning Theory

Experiments in Predicting Biodegradability

ILP '99 Proceedings of the 9th International Workshop on Inductive Logic Programming

Data mining tasks and methods: Rule discovery: inductive logic programming approaches

Handbook of data mining and knowledge discovery

References

Intelligent data analysis

Efficient algorithms for decision tree cross-validation

The Journal of Machine Learning Research

Aggregation-based feature invention and relational concept classes

Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining

Learning relational probability trees

Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining

Multi-relational data mining: an introduction

ACM SIGKDD Explorations Newsletter

Scalability and efficiency in multi-relational data mining

ACM SIGKDD Explorations Newsletter

Fast Theta-Subsumption with Constraint Satisfaction Algorithms

Machine Learning

Transfer of Experience Between Reinforcement Learning Environments with Progressive Difficulty

Artificial Intelligence Review

A comparative study on methods for reducing myopia of hill-climbing search in multirelational learning

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Compact Representation of Knowledge Bases in Inductive Logic Programming

Machine Learning

Kernels and Distances for Structured Data

Machine Learning

Integrating Guidance into Relational Reinforcement Learning

Machine Learning

A first order logic classifier system

GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation

Analyzing & debugging ILP data mining query execution

Proceedings of the sixth international symposium on Automated analysis-driven debugging

Thesis: relational inductive learning with a hybrid evolutionary algorithm

AI Communications

Multi-instance tree learning

ICML '05 Proceedings of the 22nd international conference on Machine learning

Combining model-based and instance-based learning for first order regression

ICML '05 Proceedings of the 22nd international conference on Machine learning

Distribution-based aggregation for relational learning with identifier attributes

Machine Learning

Comparison of graph-based and logic-based multi-relational data mining

ACM SIGKDD Explorations Newsletter

First order random forests: Learning relational classifiers with complex aggregates

Machine Learning

Constructing a Decision Tree for Graph-Structured Data and its Applications

Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences

Learning Horn Expressions with LOGAN-H

The Journal of Machine Learning Research

Mining data from intensive care patients

Advanced Engineering Informatics

Fast Frequent Querying with Lazy Control Flow Compilation

Theory and Practice of Logic Programming

Inductive logic programming for gene regulation prediction

Machine Learning

On the connection between the phase transition of the covering test and the learning success rate in ILP

Machine Learning

Generalized ordering-search for learning directed probabilistic logical models

Machine Learning

Machine learning: a review of classification and combining techniques

Artificial Intelligence Review

An approach to mining the multi-relational imbalanced database

Expert Systems with Applications: An International Journal

Answering form-based web queries using the data-mining approach

Journal of Intelligent Information Systems

Non-parametric policy gradients: a unified treatment of propositional and relational domains

Proceedings of the 25th international conference on Machine learning

An empirical study on sea water quality prediction

Knowledge-Based Systems

Greedy regression ensemble selection: Theory and an application to water quality prediction

Information Sciences: an International Journal

Complex aggregates in relational learning

AI Communications - Recommender Systems

Multirelational classification: a multiple view approach

Knowledge and Information Systems

A Learning Classifier System Approach to Relational Reinforcement Learning

Learning Classifier Systems

Learning from Skewed Class Multi-relational Databases

Fundamenta Informaticae - Progress on Multi-Relational Data Mining

HTILDE: scaling up relational decision trees for very large databases

Proceedings of the 2009 ACM symposium on Applied Computing

Multi-Relational Data Mining

Proceedings of the 2005 conference on Multi-Relational Data Mining

An Inductive Logic Programming Approach to Statistical Relational Learning

Proceedings of the 2005 conference on An Inductive Logic Programming Approach to Statistical Relational Learning

The PELA architecture: integrating planning and learning to improve execution

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3

Bayes-relational learning of opponent models from incomplete information in no-limit poker

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3

Improving the efficiency of inductive logic programming through the use of query packs

Journal of Artificial Intelligence Research

First order decision diagrams for relational MDPs

Journal of Artificial Intelligence Research

First order decision diagrams for relational MDPs

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Learning Minesweeper with multirelational learning

IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence

Towards the induction of terminological decision trees

Proceedings of the 2010 ACM Symposium on Applied Computing

Relational sequence learning

Probabilistic inductive logic programming

Regression on evolving multi-relational data streams

Proceedings of the 2011 Joint EDBT/ICDT Ph.D. Workshop

MC-TopLog: complete multi-clause learning guided by a top theory

ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming