Generalized subsumption and its applications to induction and redundancy
Artificial Intelligence
Logic programming and databases
Logic programming and databases
Attributive concept descriptions with complements
Artificial Intelligence
A Polynomial Approach to the Constructive Induction of Structural Knowledge
Machine Learning - Special issue on evaluating and changing representation
First-order jk-clausal theories are PAC-learnable
Artificial Intelligence
On the relative expressiveness of description logics and predicate logics
Artificial Intelligence
Machine Learning - special issue on inductive logic programming
GeoMiner: a system prototype for spatial data mining
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
From data mining to knowledge discovery: an overview
Advances in knowledge discovery and data mining
Inductive logic programming and knowledge discovery in databases
Advances in knowledge discovery and data mining
Combining Horn rules and description logics in CARIN
Artificial Intelligence
{\cal A}{\cal L}-log: Integrating Datalog and Description Logics
Journal of Intelligent Information Systems
Equality and Domain Closure in First-Order Databases
Journal of the ACM (JACM)
Foundations of Inductive Logic Programming
Foundations of Inductive Logic Programming
Relational Data Mining
Levelwise Search and Borders of Theories in KnowledgeDiscovery
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
Spatial Data Mining: Database Primitives, Algorithms and Efficient DBMS Support
Data Mining and Knowledge Discovery
Editorial: Inductive Logic Programming is Coming of Age
Machine Learning
An introduction to spatial database systems
The VLDB Journal — The International Journal on Very Large Data Bases - Spatial Database Systems
Mining Multiple-Level Association Rules in Large Databases
IEEE Transactions on Knowledge and Data Engineering
Knowledge Discovery in Spatial Data by Means of ILP
PKDD '98 Proceedings of the Second European Symposium on Principles of Data Mining and Knowledge Discovery
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Discovery of Multiple-Level Association Rules from Large Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Mining Generalized Association Rules
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
A Declarative Language Bias for Levelwise Search of First-Order Regularities
ISMIS '99 Proceedings of the 11th International Symposium on Foundations of Intelligent Systems
Discovery of Spatial Association Rules in Geographic Information Databases
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
Extending Geographic Databases for a Query Language to Support Queries Involving Statistical Data
SSDBM '00 Proceedings of the 12th International Conference on Scientific and Statistical Database Management
The description logic handbook: theory, implementation, and applications
The description logic handbook: theory, implementation, and applications
Faster association rules for multiple relations
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Analyzing multi-level spatial association rules through a graph-based visualization
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
Spatial associative classification: propositional vs structural approach
Journal of Intelligent Information Systems
Building rules on top of ontologies for the semantic web with inductive logic programming
Theory and Practice of Logic Programming
On the Missing Link Between Frequent Pattern Discovery and Concept Formation
Inductive Logic Programming
Discovering Emerging Patterns in Spatial Databases: A Multi-relational Approach
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Discovering Relational Emerging Patterns
AI*IA '07 Proceedings of the 10th Congress of the Italian Association for Artificial Intelligence on AI*IA 2007: Artificial Intelligence and Human-Oriented Computing
A Grid-Based Multi-relational Approach to Process Mining
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Foundations of Onto-Relational Learning
ILP '08 Proceedings of the 18th international conference on Inductive Logic Programming
On Reducing Redundancy in Mining Relational Association Rules from the Semantic Web
RR '08 Proceedings of the 2nd International Conference on Web Reasoning and Rule Systems
Characterizing network traffic by means of the NetMine framework
Computer Networks: The International Journal of Computer and Telecommunications Networking
Two Orthogonal Biases for Choosing the Intensions of Emerging Concepts in Ontology Refinement
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
Novelty Detection from Evolving Complex Data Streams with Time Windows
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
RMAIN: Association rules maintenance without reruns through data
Information Sciences: an International Journal
A Sliding Window Algorithm for Relational Frequent Patterns Mining from Data Streams
DS '09 Proceedings of the 12th International Conference on Discovery Science
Constrained colocation mining: application to soil erosion characterization
Proceedings of the 2010 ACM Symposium on Applied Computing
An overview of AI research in Italy
Artificial intelligence
Theory and Practice of Logic Programming
Inductive logic programming in databases: From datalog to $\mathcal{dl}+log}^{\neg\vee}$
Theory and Practice of Logic Programming
Logic programming languages for databases and the web
A 25-year perspective on logic programming
A relational approach for discovering frequent patterns with disjunctions
DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery
Intelligent Data Analysis - Ubiquitous Knowledge Discovery
Expert Systems with Applications: An International Journal
Fire! firing inductive rules from economic geography for fire risk detection
ILP'10 Proceedings of the 20th international conference on Inductive logic programming
Relational mining in spatial domains: accomplishments and challenges
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Fr-ONT: an algorithm for frequent concept mining with formal ontologies
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
A clustering-based visualization of colocation patterns
Proceedings of the 15th Symposium on International Database Engineering & Applications
Practice of inductive reasoning on the semantic web: a system for semantic web mining
PPSWR'06 Proceedings of the 4th international conference on Principles and Practice of Semantic Web Reasoning
Mining relational association rules for propositional classification
AI*IA'05 Proceedings of the 9th conference on Advances in Artificial Intelligence
Outlier detection in relational data: A case study in geographical information systems
Expert Systems with Applications: An International Journal
Mining the semantic web: a logic-based methodology
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Mining and filtering multi-level spatial association rules with ARES
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Principles of inductive reasoning on the semantic web: a framework for learning in AL-log
PPSWR'05 Proceedings of the Third international conference on Principles and Practice of Semantic Web Reasoning
A pattern-based approach to conceptual clustering in FOL
ICCS'06 Proceedings of the 14th international conference on Conceptual Structures: inspiration and Application
Frequent pattern discovery from OWL DLP knowledge bases
EKAW'06 Proceedings of the 15th international conference on Managing Knowledge in a World of Networks
Towards discovery of frequent patterns in description logics with rules
RuleML'05 Proceedings of the First international conference on Rules and Rule Markup Languages for the Semantic Web
AL-QuIn: An Onto-Relational Learning System for Semantic Web Mining
International Journal on Semantic Web & Information Systems
Association discovery from relational data via granular computing
Information Sciences: an International Journal
Predicting knowledge in an ontology stream
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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Recently there has been growing interest both to extend ILP to description logics and to apply it to knowledge discovery in databases. In this paper we present a novel approach to association rule mining which deals with multiple levels of description granularity. It relies on the hybrid language $$\mathcal{A}\mathcal{L}$$-log which allows a unified treatment of both the relational and structural features of data. A generality order and a downward refinement operator for $$\mathcal{A}\mathcal{L}$$-log pattern spaces is defined on the basis of query subsumption. This framework has been implemented in SPADA, an ILP system for mining multi-level association rules from spatial data. As an illustrative example, we report experimental results obtained by running the new version of SPADA on geo-referenced census data of Manchester Stockport.