Foundations of logic programming; (2nd extended ed.)
Foundations of logic programming; (2nd extended ed.)
Principles of database and knowledge-base systems, Vol. I
Principles of database and knowledge-base systems, Vol. I
Generalized subsumption and its applications to induction and redundancy
Artificial Intelligence
New Generation Computing - Selected papers from the international workshop on algorithmic learning theory,1990
Rule induction with CN2: some recent improvements
EWSL-91 Proceedings of the European working session on learning on Machine learning
Learning nonrecursive definitions of relations with LINUS
EWSL-91 Proceedings of the European working session on learning on Machine learning
PAC-learnability of determinate logic programs
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
C4.5: programs for machine learning
C4.5: programs for machine learning
First-order jk-clausal theories are PAC-learnable
Artificial Intelligence
Fast discovery of association rules
Advances in knowledge discovery and data mining
Top-down induction of first-order logical decision trees
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
Prolog (3rd ed.): programming for artificial intelligence
Prolog (3rd ed.): programming for artificial intelligence
A polynomial time computable metric between point sets
Acta Informatica
Advances in Inductive Logic Programming
Advances in Inductive Logic Programming
Algorithmic Program DeBugging
Foundations of Inductive Logic Programming
Foundations of Inductive Logic Programming
Relational Data Mining
Inductive Logic Programming: Techniques and Applications
Inductive Logic Programming: Techniques and Applications
Inductive logic programming for knowedge discovery in databases
Relational Data Mining
Distance based approaches to relational learning and clustering
Relational Data Mining
How to upgrade propositional learners to first order logic: case study
Relational Data Mining
Propositionalization approaches to relational data mining
Relational Data Mining
Discovery of frequent DATALOG patterns
Data Mining and Knowledge Discovery
Learning Logical Definitions from Relations
Machine Learning
Machine Learning
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Mining Generalized Association Rules
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Attribute-Value Learning Versus Inductive Logic Programming: The Missing Links (Extended Abstract)
ILP '98 Proceedings of the 8th International Workshop on Inductive Logic Programming
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Multi-relational data mining: the current frontiers
ACM SIGKDD Explorations Newsletter
On mining cross-graph quasi-cliques
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Mining relational databases with multi-view learning
MRDM '05 Proceedings of the 4th international workshop on Multi-relational mining
Qualitative comparison of graph-based and logic-based multi-relational data mining: a case study
MRDM '05 Proceedings of the 4th international workshop on Multi-relational mining
Comparison of graph-based and logic-based multi-relational data mining
ACM SIGKDD Explorations Newsletter
A framework to support multiple query optimization for complex mining tasks
MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
ACM Transactions on Database Systems (TODS)
IEEE Transactions on Knowledge and Data Engineering
Mining for combined association rules on multiple datasets
Proceedings of the 2007 international workshop on Domain driven data mining
Cost-based query optimization for complex pattern mining on multiple databases
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
A Method for Multi-relational Classification Using Single and Multi-feature Aggregation Functions
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Labeling Nodes of Automatically Generated Taxonomy for Multi-type Relational Datasets
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
Mining frequent cross-graph quasi-cliques
ACM Transactions on Knowledge Discovery from Data (TKDD)
Multirelational classification: a multiple view approach
Knowledge and Information Systems
Learning from Skewed Class Multi-relational Databases
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
SBBD '08 Proceedings of the 23rd Brazilian symposium on Databases
ILP-based concept discovery in multi-relational data mining
Expert Systems with Applications: An International Journal
Analyzing Transitive Rules on a Hybrid Concept Discovery System
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Frequent Itemset Mining in Multirelational Databases
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
Exploring the power of heuristics and links in multi-relational data mining
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
Mining induced and embedded subtrees in ordered, unordered, and partially-ordered trees
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
Adding data mining support to SPARQL via statistical relational learning methods
ESWC'08 Proceedings of the 5th European semantic web conference on The semantic web: research and applications
Semantic web enabled software analysis
Web Semantics: Science, Services and Agents on the World Wide Web
POTMiner: mining ordered, unordered, and partially-ordered trees
Knowledge and Information Systems
Tree induction over perennial objects
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
Similarity-Based Classification in Relational Databases
Fundamenta Informaticae
On enumerating frequent closed patterns with key in multi-relational data
DS'10 Proceedings of the 13th international conference on Discovery science
Pattern mining on stars with FP-growth
MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
A comparative study on ILP-based concept discovery systems
Expert Systems with Applications: An International Journal
Application and evaluation of inductive reasoning methods for the semantic web and software analysis
RW'11 Proceedings of the 7th international conference on Reasoning web: semantic technologies for the web of data
Boosting tuple propagation in multi-relational classification
Proceedings of the 15th Symposium on International Database Engineering & Applications
From inductive logic programming to relational data mining
JELIA'06 Proceedings of the 10th European conference on Logics in Artificial Intelligence
Parameterized semi-supervised classification based on support vector for multi-relational data
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Privacy leakage in multi-relational learning via unwanted classification models
Proceedings of the 2011 Conference of the Center for Advanced Studies on Collaborative Research
Self-adaptive two-phase support vector clustering for multi-relational data mining
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Information Sciences: an International Journal
Adaptive support vector clustering for multi-relational data mining
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Using trees to mine multirelational databases
Data Mining and Knowledge Discovery
A spectrum-based support vector algorithm for relational data semi-supervised classification
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Learning from Skewed Class Multi-relational Databases
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
A general framework to encode heterogeneous information sources for contextual pattern mining
Proceedings of the 21st ACM international conference on Information and knowledge management
Semantic knowledge discovery from heterogeneous data sources
EKAW'12 Proceedings of the 18th international conference on Knowledge Engineering and Knowledge Management
Relational concept analysis: mining concept lattices from multi-relational data
Annals of Mathematics and Artificial Intelligence
Genetic algorithm-based optimized association rule mining for multi-relational data
Intelligent Data Analysis
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Data mining algorithms look for patterns in data. While most existing data mining approaches look for patterns in a single data table, multi-relational data mining (MRDM) approaches look for patterns that involve multiple tables (relations) from a relational database. In recent years, the most common types of patterns and approaches considered in data mining have been extended to the multi-relational case and MRDM now encompasses multi-relational (MR) association rule discovery, MR decision trees and MR distance-based methods, among others. MRDM approaches have been successfully applied to a number of problems in a variety of areas, most notably in the area of bioinformatics. This article provides a brief introduction to MRDM, while the remainder of this special issue treats in detail advanced research topics at the frontiers of MRDM.