Relational Data Mining

Multi-relational Data Mining: a perspective

EPIA '01 Proceedings of the10th Portuguese Conference on Artificial Intelligence on Progress in Artificial Intelligence, Knowledge Extraction, Multi-agent Systems, Logic Programming and Constraint Solving

Detecting Temporal Change in Event Sequences: An Application to Demographic Data

PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery

Involving Aggregate Functions in Multi-relational Search

PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery

A Learning System for Decision Support in Telecommunications

Soft-Ware 2002 Proceedings of the First International Conference on Computing in an Imperfect World

Learning in Clausal Logic: A Perspective on Inductive Logic Programming

Computational Logic: Logic Programming and Beyond, Essays in Honour of Robert A. Kowalski, Part I

A Text Mining Agents Based Architecture for Personal E-mail Filtering and Management

IDEAL '02 Proceedings of the Third International Conference on Intelligent Data Engineering and Automated Learning

Towards Semantic Web Mining

ISWC '02 Proceedings of the First International Semantic Web Conference on The Semantic Web

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

Handbook of data mining and knowledge discovery

Foundations for an access control model for privacy preservation in multi-relational association rule mining

CRPIT '14 Proceedings of the IEEE international conference on Privacy, security and data mining - Volume 14

References

Intelligent data analysis

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

Probabilistic logic learning

ACM SIGKDD Explorations Newsletter

A survey of kernels for structured data

ACM SIGKDD Explorations Newsletter

Link mining: a new data mining challenge

ACM SIGKDD Explorations Newsletter

Multi-relational data mining: the current frontiers

ACM SIGKDD Explorations Newsletter

Hierarchical model-based clustering of relational data with aggregates

Proceedings of the 2004 ACM symposium on Applied computing

Fast Theta-Subsumption with Constraint Satisfaction Algorithms

Machine Learning

Inducing Multi-Level Association Rules from Multiple Relations

Machine Learning

Applying inductive logic programming to predicting gene function

AI Magazine

Introduction: Lessons Learned from Data Mining Applications and Collaborative Problem Solving

Machine Learning

Multi-Relational Learning, Text Mining, and Semi-Supervised Learning for Functional Genomics

Machine Learning

Cluster-based concept invention for statistical relational learning

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

Redundant feature elimination for multi-class problems

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

Kernels and Distances for Structured Data

Machine Learning

Naive Bayesian Classification of Structured Data

Machine Learning

Logic of Association Rules

Applied Intelligence

Multi-relational data mining 2004: workshop report

ACM SIGKDD Explorations Newsletter

Streaming feature selection using alpha-investing

Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining

Personalisation for user agents

Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems

Dirichlet enhanced relational learning

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

Relational Learning techniques for Document Image Understanding: Comparing Statistical and Logical approaches

ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition

XRules: An effective algorithm for structural classification of XML data

Machine Learning

Propositionalization-based relational subgroup discovery with RSD

Machine Learning

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

Link mining: a survey

ACM SIGKDD Explorations Newsletter

Graph mining: Laws, generators, and algorithms

ACM Computing Surveys (CSUR)

Evolutionary concept learning in first order logic: an overview

AI Communications

Mining relational data through correlation-based multiple view validation

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Spatial associative classification: propositional vs structural approach

Journal of Intelligent Information Systems

Learning Recursive Theories in the Normal ILP Setting

Fundamenta Informaticae

Learning First-Order Rules: A Rough Set Approach

Fundamenta Informaticae - International Conference on Soft Computing and Distributed Processing (SCDP'2002)

Graph-based Relational Learning with Application to Security

Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences

Multistrategy Operators for Relational Learning and Their Cooperation

Fundamenta Informaticae

Visualization of large networks with min-cut plots, A-plots and R-MAT

International Journal of Human-Computer Studies

Streamwise Feature Selection

The Journal of Machine Learning Research

Classification in Networked Data: A Toolkit and a Univariate Case Study

The Journal of Machine Learning Research

Learning to combine distances for complex representations

Proceedings of the 24th international conference on Machine learning

A probabilistic framework for relational clustering

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining

Relational concept discovery in structured datasets

Annals of Mathematics and Artificial Intelligence

Discovery of spatial association rules in geo-referenced census data: A relational mining approach

Intelligent Data Analysis

Diva: a variance-based clustering approach for multi-type relational data

Proceedings of the sixteenth ACM conference on Conference on information and knowledge management

Machine learning: a review of classification and combining techniques

Artificial Intelligence Review

Compositional mining of multirelational biological datasets

ACM Transactions on Knowledge Discovery from Data (TKDD)

Relational Data and Rough Sets

Fundamenta Informaticae - Special Issue on Concurrency Specification and Programming (CS&P)

RELATIONAL DATA MINING AND ILP FOR DOCUMENT IMAGE UNDERSTANDING

Applied Artificial Intelligence

Learning Recursive Patterns for Biomedical Information Extraction

Inductive Logic Programming

Decomposition Method for Tree Kernels

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks

Logic and the Automatic Acquisition of Scientific Knowledge: An Application to Functional Genomics

Computational Discovery of Scientific Knowledge

Structure Learning of Probabilistic Relational Models from Incomplete Relational Data

ECML '07 Proceedings of the 18th European conference on Machine Learning

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

Emerging Pattern Based Classification in Relational Data Mining

DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications

Top-Down Induction of Relational Model Trees in Multi-instance Learning

ILP '08 Proceedings of the 18th international conference on Inductive Logic Programming

Prototypes Based Relational Learning

AIMSA '08 Proceedings of the 13th international conference on Artificial Intelligence: Methodology, Systems, and Applications

Hierarchical Classifiers for Complex Spatio-temporal Concepts

Transactions on Rough Sets IX

Satisfiability of Formulas from the Standpoint of Object Classification: The RST Approach

Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)

The Time-Series Link Prediction Problem with Applications in Communication Surveillance

INFORMS Journal on Computing

Deep transfer via second-order Markov logic

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

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

Using the bottom clause and mode declarations in FOL theory revision from examples

Machine Learning

Relational Frequent Patterns Mining for Novelty Detection from Data Streams

MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition

Exploiting Domain Knowledge by Automated Taxonomy Generation in Recommender Systems

EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies

Novelty Detection from Evolving Complex Data Streams with Time Windows

ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems

Logical hidden Markov models

Journal of Artificial Intelligence Research

Expert-guided subgroup discovery: methodology and application

Journal of Artificial Intelligence Research

Fuzzy Classification of Web Reports with Linguistic Text Mining

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03

The GUHA method and its meaning for data mining

Journal of Computer and System Sciences

Neural network for graphs: a contextual constructive approach

IEEE Transactions on Neural Networks

A Sliding Window Algorithm for Relational Frequent Patterns Mining from Data Streams

DS '09 Proceedings of the 12th International Conference on Discovery Science

Taming the Complexity of Inductive Logic Programming

SOFSEM '10 Proceedings of the 36th Conference on Current Trends in Theory and Practice of Computer Science

A preliminary empirical comparison of recursive neural networks and tree kernel methods on regression tasks for tree structured domains

Neurocomputing

A proposal for combining formal concept analysis and description logics for mining relational data

ICFCA'07 Proceedings of the 5th international conference on Formal concept analysis

Playing Mozart phrase by phrase

ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development

Mining frequent logical sequences with SPIRIT-LoG

ILP'02 Proceedings of the 12th international conference on Inductive logic programming

Learning in rich representations: inductive logic programming and computational scientific discovery

ILP'02 Proceedings of the 12th international conference on Inductive logic programming

Approximation spaces in multi relational knowledge discovery

Transactions on rough sets VI

Complex objects ranking: a relational data mining approach

Proceedings of the 2010 ACM Symposium on Applied Computing

Towards a general framework for data mining

KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases

Data mining of multi-categorized data

MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data

Learning to order: a relational approach

MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data

Discovering emerging patterns for anomaly detection in network connection data

ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems

Probabilistic inductive logic programming

Probabilistic inductive logic programming

Trading expressivity for efficiency in statistical relational learning: Ph.D. thesis abstract

ACM SIGKDD Explorations Newsletter

The role of semantics in mining frequent patterns from knowledge bases in description logics with rules

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

Learning first-order Horn clauses from web text

EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing

A relational approach for discovering frequent patterns with disjunctions

DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery

Similarity-Based Classification in Relational Databases

Fundamenta Informaticae

Social network mining with nonparametric relational models

SNAKDD'08 Proceedings of the Second international conference on Advances in social network mining and analysis

On enumerating frequent closed patterns with key in multi-relational data

DS'10 Proceedings of the 13th international conference on Discovery science

A parallel, distributed algorithm for relational frequent pattern discovery from very large data sets

Intelligent Data Analysis - Ubiquitous Knowledge Discovery

S.cerevisiae complex function prediction with modular multi-relational framework

IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III

Estimating the effect of word of mouth on churn and cross-buying in the mobile phone market with Markov logic networks

Decision Support Systems

A log-linear approach to mining significant graph-relational patterns

Data & Knowledge Engineering

Good and bad practices in propositionalisation

AI*IA'05 Proceedings of the 9th conference on Advances in Artificial Intelligence

Relational learning: statistical approach versus logical approach in document image understanding

AI*IA'05 Proceedings of the 9th conference on Advances in Artificial Intelligence

Measuring to fit: virtual tailoring through cluster analysis and classification

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases

From inductive logic programming to relational data mining

JELIA'06 Proceedings of the 10th European conference on Logics in Artificial Intelligence

An efficient approximation to lookahead in relational learners

ECML'06 Proceedings of the 17th European conference on Machine Learning

Mining model trees from spatial data

PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases

Algorithms and software for collaborative discovery from autonomous, semantically heterogeneous, distributed information sources

ALT'05 Proceedings of the 16th international conference on Algorithmic Learning Theory

Data summarization approach to relational domain learning based on frequent pattern to support the development of decision making

ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications

Satisfiability judgement under incomplete information

Transactions on Rough Sets XI

First-Order rule mining by using graphs created from temporal medical data

AM'03 Proceedings of the Second international conference on Active Mining

Mining and filtering multi-level spatial association rules with ARES

ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems

Kernels over relational algebra structures

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

A relational query primitive for constraint-based pattern mining

Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases

A framework for set-oriented computation in inductive logic programming and its application in generalizing inverse entailment

ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming

Spatial clustering of structured objects

ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming

Frequent pattern discovery from OWL DLP knowledge bases

EKAW'06 Proceedings of the 15th international conference on Managing Knowledge in a World of Networks

Inductive logic programming: yet another application of logic

INAP'05 Proceedings of the 16th international conference on Applications of Declarative Programming and Knowledge Management

Why and how knowledge discovery can be useful for solving problems with CBR

ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development

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

Fuzzy ILP Classification of web reports after linguistic text mining

Information Processing and Management: an International Journal

Experiment databases: a novel methodology for experimental research

KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases

Data mining a diabetic data warehouse

Artificial Intelligence in Medicine

Active subgroup mining: a case study in coronary heart disease risk group detection

Artificial Intelligence in Medicine

Satisfiability of Formulas from the Standpoint of Object Classification: The RST Approach

Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)

Algorithms for subnetwork mining in heterogeneous networks

SEA'12 Proceedings of the 11th international conference on Experimental Algorithms

Relational Data and Rough Sets

Fundamenta Informaticae - Special Issue on Concurrency Specification and Programming (CS&P)

Multistrategy Operators for Relational Learning and Their Cooperation

Fundamenta Informaticae

Graph-based Relational Learning with Application to Security

Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences

Learning First-Order Rules: A Rough Set Approach

Fundamenta Informaticae - International Conference on Soft Computing and Distributed Processing (SCDP'2002)

Learning Recursive Theories in the Normal ILP Setting

Fundamenta Informaticae

Tree Echo State Networks

Neurocomputing

AL-QuIn: An Onto-Relational Learning System for Semantic Web Mining

International Journal on Semantic Web & Information Systems

Competence region modelling in relational classification

ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II

Formulating the template ILP consistency problem as a constraint satisfaction problem

Constraints

Association discovery from relational data via granular computing

Information Sciences: an International Journal

Reducing the size of databases for multirelational classification: a subgraph-based approach

Journal of Intelligent Information Systems

Relational concept analysis: mining concept lattices from multi-relational data

Annals of Mathematics and Artificial Intelligence

Learning with configurable operators and RL-based heuristics

NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns

Granular computing for relational data classification

Journal of Intelligent Information Systems

Social network analysis for customer churn prediction

Applied Soft Computing

Genetic algorithm-based optimized association rule mining for multi-relational data

Intelligent Data Analysis