An Algorithm for Multi-relational Discovery of Subgroups

Levelwise Search and Pruning Strategies for First-Order HypothesisSpaces

Journal of Intelligent Information Systems - Special issue on methodologies for intelligent information systems

A sequential sampling algorithm for a general class of utility criteria

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

An extended transformation approach to inductive logic programming

ACM Transactions on Computational Logic (TOCL) - Special issue devoted to Robert A. Kowalski

Inductive logic programming for knowedge discovery in databases

Relational Data Mining

Discovery of relational association rules

Relational Data Mining

Propositionalization approaches to relational data mining

Relational Data Mining

Discovery of frequent DATALOG patterns

Data Mining and Knowledge Discovery

Confirmation-Guided Discovery of First-Order Rules with Tertius

Machine Learning

Challenges for Inductive Logic Programming

EPIA '99 Proceedings of the 9th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence

Spatial Subgroup Discovery Applied to the Analysis of Vegetation Data

PAKM '02 Proceedings of the 4th International Conference on Practical Aspects of Knowledge Management

Multi-Relational Data Mining, Using UML for ILP

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

Spatial Subgroup Mining Integrated in an Object-Relational Spatial Database

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

Generating Actionable Knowledge by Expert-Guided Subgroup Discovery

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

A Scalable Constant-Memory Sampling Algorithm for Pattern Discovery in Large Databases

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

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

Deviation and Association Patterns for Subgroup Mining in Temporal, Spatial, and Textual Data Bases

RSCTC '98 Proceedings of the First International Conference on Rough Sets and Current Trends in Computing

Peculiarity Oriented Mining and Its Application for Knowledge Discovery in Amino-Acid Data

PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining

Scalability Issues in Inductive Logic Programming

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

Adaptive Sampling Methods for Scaling Up Knowledge Discovery Algorithms

DS '99 Proceedings of the Second International Conference on Discovery Science

Detecting Interesting Instances

Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery

Rule Evaluation Measures: A Unifying View

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

Relational Learning Using Constrained Confidence-Rated Boosting

ILP '01 Proceedings of the 11th International Conference on Inductive Logic Programming

Transformation-Based Learning Using Multirelational Aggregation

ILP '01 Proceedings of the 11th International Conference on Inductive Logic Programming

Combining data and text mining techniques for yeast gene regulation prediction: a case study

ACM SIGKDD Explorations Newsletter

Knowledge discovery in databases: the purpose, necessity, and challenges

Handbook of data mining and knowledge discovery

Types and forms of knowledge (patterns): subgroup patterns

Handbook of data mining and knowledge discovery

Case studies: Commercial, multiple mining tasks systems: Kepler and Descartes

Handbook of data mining and knowledge discovery

Finding the most interesting patterns in a database quickly by using sequential sampling

The Journal of Machine Learning Research

Mining High Utility Itemsets

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining

Scalability and efficiency in multi-relational data mining

ACM SIGKDD Explorations Newsletter

Subgroup Discovery with CN2-SD

The Journal of Machine Learning Research

Decision Support Through Subgroup Discovery: Three Case Studies and the Lessons Learned

Machine Learning

An efficient strategy for mining exceptions in multi-databases

Information Sciences: an International Journal

Database classification for multi-database mining

Information Systems

Induction of comprehensible models for gene expression datasets by subgroup discovery methodology

Journal of Biomedical Informatics - Special issue: Biomedical machine learning

Sampling-based sequential subgroup mining

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

Propositionalization-based relational subgroup discovery with RSD

Machine Learning

Maximally informative k-itemsets and their efficient discovery

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

Short communication: A new relational learning system using novel rule selection strategies

Knowledge-Based Systems

Relational peculiarity-oriented mining

Data Mining and Knowledge Discovery

Clinical data analysis based on iterative subgroup discovery: experiments in brain ischaemia data analysis

Applied Intelligence

Rapid knowledge capture using subgroup discovery with incremental refinement

Proceedings of the 4th international conference on Knowledge capture

A case-based approach for characterization and analysis of subgroup patterns

Applied Intelligence

Making CN2-SD subgroup discovery algorithm scalable to large size data sets using instance selection

Expert Systems with Applications: An International Journal

Contrast Set Mining for Distinguishing Between Similar Diseases

AIME '07 Proceedings of the 11th conference on Artificial Intelligence in Medicine

Tight Optimistic Estimates for Fast Subgroup Discovery

ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I

A Methodological Approach for the Effective Modeling of Bayesian Networks

KI '08 Proceedings of the 31st annual German conference on Advances in Artificial Intelligence

Subgroup discover in large size data sets preprocessed using stratified instance selection for increasing the presence of minority classes

Pattern Recognition Letters

Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data

Expert Systems with Applications: An International Journal

Iterative feature construction for improving inductive learning algorithms

Expert Systems with Applications: An International Journal

An Empirical Investigation of the Trade-Off between Consistency and Coverage in Rule Learning Heuristics

DS '08 Proceedings of the 11th International Conference on Discovery Science

CSM-SD: Methodology for contrast set mining through subgroup discovery

Journal of Biomedical Informatics

Causal Subgroup Analysis for Detecting Confounding

Applications of Declarative Programming and Knowledge Management

Using Declarative Specifications of Domain Knowledge for Descriptive Data Mining

Applications of Declarative Programming and Knowledge Management

Mining globally interesting patterns from multiple databases using kernel estimation

Expert Systems with Applications: An International Journal

Correlated itemset mining in ROC space: a constraint programming approach

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

Relational Descriptive Analysis of Gene Expression Data

Proceedings of the 2006 conference on STAIRS 2006: Proceedings of the Third Starting AI Researchers' Symposium

Multi-Relational Data Mining

Proceedings of the 2005 conference on Multi-Relational Data Mining

Voltage Sag Source Location From Extracted Rules Using Subgroup Discovery

Proceedings of the 2008 conference on Artificial Intelligence Research and Development: Proceedings of the 11th International Conference of the Catalan Association for Artificial Intelligence

Non-dominated Multi-objective Evolutionary Algorithm Based on Fuzzy Rules Extraction for Subgroup Discovery

HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems

Subgroup Discovery for Weight Learning in Breast Cancer Diagnosis

AIME '09 Proceedings of the 12th Conference on Artificial Intelligence in Medicine: Artificial Intelligence in Medicine

Improved Comprehensibility and Reliability of Explanations via Restricted Halfspace Discretization

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

On subgroup discovery in numerical domains

Data Mining and Knowledge Discovery

Cluster-grouping: from subgroup discovery to clustering

Machine Learning

Fast Subgroup Discovery for Continuous Target Concepts

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

Subgroup Discovery for Test Selection: A Novel Approach and Its Application to Breast Cancer Diagnosis

IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII

Non-redundant Subgroup Discovery Using a Closure System

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I

Expert-guided subgroup discovery: methodology and application

Journal of Artificial Intelligence Research

DRILA: a distributed relational inductive learning algorithm

WSEAS Transactions on Computers

Exploiting background knowledge for knowledge-intensive subgroup discovery

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence

Contrast set mining through subgroup discovery applied to brain ischaemina data

PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining

RSD: relational subgroup discovery through first-order feature construction

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

Experimental investigation of pruning methods for relational pattern discovery

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

A tool for interactive subgroup discovery using distribution rules

EPIA'07 Proceedings of the aritficial intelligence 13th Portuguese conference on Progress in artificial intelligence

Evaluation of e-learning systems based on fuzzy clustering models and statistical tools

Expert Systems with Applications: An International Journal

Applying subgroup discovery for the analysis of string quartet movements

Proceedings of 3rd international workshop on Machine learning and music

NMEEF-SD: non-dominated multiobjective evolutionary algorithm for extracting fuzzy rules in subgroup discovery

IEEE Transactions on Fuzzy Systems

Interactivity Closes the GapLessons Learned in an Automotive Industry Application

Proceedings of the 2010 conference on Data Mining for Business Applications

Subgroup discovery for election analysis: a case study in descriptive data mining

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

First-Order Multi-class Subgroup Discovery

Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium

Secure top-k subgroup discovery

PSDML'10 Proceedings of the international ECML/PKDD conference on Privacy and security issues in data mining and machine learning

Itemset mining: A constraint programming perspective

Artificial Intelligence

Direct local pattern sampling by efficient two-step random procedures

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

A multi-objective evolutionary approach for subgroup discovery

HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II

Relational mining in spatial domains: accomplishments and challenges

ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems

Fast and memory-efficient discovery of the top-k relevant subgroups in a reduced candidate space

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I

Non-redundant subgroup discovery in large and complex data

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III

Subgroup discovery for defect prediction

SSBSE'11 Proceedings of the Third international conference on Search based software engineering

SD-map: a fast algorithm for exhaustive subgroup discovery

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

Distributed subgroup mining

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

K-optimal pattern discovery: an efficient and effective approach to exploratory data mining

AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence

Robust discovery of local patterns: subsets and stratification in adverse drug reaction surveillance

Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium

Relational subgroup discovery for descriptive analysis of microarray data

CompLife'06 Proceedings of the Second international conference on Computational Life Sciences

From local to global patterns: evaluation issues in rule learning algorithms

LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection

Local patterns: theory and practice of constraint-based relational subgroup discovery

LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection

Knowledge-Based sampling for subgroup discovery

LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection

Subgroup discovery techniques and applications

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

Kernels over relational algebra structures

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

Relevancy in constraint-based subgroup discovery

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

Searching for rules to detect defective modules: A subgroup discovery approach

Information Sciences: an International Journal

Subgroup mining for interactive knowledge refinement

AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine

Multiobjective evolutionary induction of subgroup discovery fuzzy rules: a case study in marketing

ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining

A methodological view on knowledge-intensive subgroup discovery

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

Secure Distributed Subgroup Discovery in Horizontally Partitioned Data

Transactions on Data Privacy

Web usage mining to improve the design of an e-commerce website: OrOliveSur.com

Expert Systems with Applications: An International Journal

An analysis on the use of pre-processing methods in evolutionary fuzzy systems for subgroup discovery

Expert Systems with Applications: An International Journal

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

Artificial Intelligence in Medicine

Hunting for fraudsters in random forests

HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I

Anatomy of a conference

Proceedings of the 23rd ACM conference on Hypertext and social media

An enhanced relevance criterion for more concise supervised pattern discovery

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining

Generating possible interpretations for statistics from linked open data

ESWC'12 Proceedings of the 9th international conference on The Semantic Web: research and applications

Subgroup discovery using bump hunting on multi-relational histograms

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

Contrast mining from interesting subgroups

Bisociative Knowledge Discovery

Explaining subgroups through ontologies

PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence

Generic pattern trees for exhaustive exceptional model mining

ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II

Face-to-face contacts at a conference: dynamics of communities and roles

MSM'11 Proceedings of the 2011 international conference on Modeling and Mining Ubiquitous Social Media

Describing locations using tags and images: explorative pattern mining in social media

MSM'11 Proceedings of the 2011 international conference on Modeling and Mining Ubiquitous Social Media

A personality based design approach using subgroup discovery

HCSE'12 Proceedings of the 4th international conference on Human-Centered Software Engineering

Discovering subgroups by means of genetic programming

EuroGP'13 Proceedings of the 16th European conference on Genetic Programming

Flexible and adaptive subspace search for outlier analysis

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management

A study of subgroup discovery approaches for defect prediction

Information and Software Technology

A feature construction approach for genetic iterative rule learning algorithm

Journal of Computer and System Sciences

MEFES: An evolutionary proposal for the detection of exceptions in subgroup discovery. An application to Concentrating Photovoltaic Technology

Knowledge-Based Systems