Explora: a multipattern and multistrategy discovery assistant

Clausal Discovery

Machine Learning - special issue on inductive logic programming

Mining Text Using Keyword Distributions

Journal of Intelligent Information Systems

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

Propositionalization approaches to relational data mining

Relational Data Mining

Discovery of frequent DATALOG patterns

Data Mining and Knowledge Discovery

Detecting Group Differences: Mining Contrast Sets

Data Mining and Knowledge Discovery

Discussion on the paper by Friedman and Fisher

Statistics and Computing

Confirmation-Guided Discovery of First-Order Rules with Tertius

Machine Learning

Data Mining: An Overview from a Database Perspective

IEEE Transactions on Knowledge and Data Engineering

Internet data mining

Internet management issues

Spatial Subgroup Discovery Applied to the Analysis of Vegetation Data

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

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

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

ODMQL: Object Data Mining Query Language

Proceedings of the International Symposium on Objects and Databases

An Analysis of Quantitative Measures Associated with Rules

PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining

On Information-Theoretic Measures of Attribute Importance

PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining

Scalability Issues in Inductive Logic Programming

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

Formal Logics of Discovery and Hypothesis Formation by Machine

DS '98 Proceedings of the First International Conference on Discovery Science

Rule Evaluation Measures: A Unifying View

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

Formal logics of discovery and hypothesis formation by machine

Theoretical Computer Science

The knowledge discovery process

Handbook of data mining and knowledge discovery

Types and forms of knowledge (patterns): subgroup patterns

Handbook of data mining and knowledge discovery

Data mining tasks and methods: Subgroup discovery: deviation analysis

Handbook of data mining and knowledge discovery

Domain knowledge to support the discovery process: taxonomies

Handbook of data mining and knowledge discovery

Domain knowledge to support the discovery process: constraints

Handbook of data mining and knowledge discovery

Overview of discovery systems

Handbook of data mining and knowledge discovery

Case studies: Commercial domain, single mining tasks systems: document explorer

Handbook of data mining and knowledge discovery

Artificial intelligence

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

Toward automated discovery in the biological sciences

AI Magazine

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

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

Journal of Biomedical Informatics - Special issue: Biomedical machine learning

ROC 'n' rule learning: towards a better understanding of covering algorithms

Machine Learning

Sampling-based sequential subgroup mining

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

On the Tractability of Rule Discovery from Distributed Data

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

Propositionalization-based relational subgroup discovery with RSD

Machine Learning

Interestingness measures for data mining: A survey

ACM Computing Surveys (CSUR)

Maximally informative k-itemsets and their efficient discovery

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

A probabilistic classifier system and its application in data mining

Evolutionary Computation

Discovering Significant Patterns

Machine Learning

Mining census data for spatial effects on mortality

Intelligent Data Analysis

Rule discovery for event histories

Intelligent Data Analysis

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

Applied Intelligence

Evaluation of rule interestingness measures in medical knowledge discovery in databases

Artificial Intelligence in Medicine

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

Applied Intelligence

Layered critical values: a powerful direct-adjustment approach to discovering significant patterns

Machine Learning

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

Expert Systems with Applications: An International Journal

Analyzing Behavior of Objective Rule Evaluation Indices Based on a Correlation Coefficient

KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II

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

Knowledge discovery standards

Artificial Intelligence Review

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

Finding Functional Groups of Objective Rule Evaluation Indices Using PCA

PAKM '08 Proceedings of the 7th International Conference on Practical Aspects of Knowledge Management

Detecting outlying properties of exceptional objects

ACM Transactions on Database Systems (TODS)

Using Declarative Specifications of Domain Knowledge for Descriptive Data Mining

Applications of Declarative Programming and Knowledge Management

Investigating Accuracies of Classifications for Randomized Imbalanced Class Distributions

Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)

Ranking interesting subgroups

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

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

Evaluation Measures for Multi-class Subgroup Discovery

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

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

On preprocessing data for financial credit risk evaluation

Expert Systems with Applications: An International Journal

Analyzing behavior of objective rule evaluation indices based on Pearson product-moment correlation coefficient

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

Analyzing correlation coefficients of objective rule evaluation indices on classification rules

RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology

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

Mining interestingness measures for string pattern mining

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

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

A multi-objective evolutionary approach for subgroup discovery

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

Mining interestingness measures for string pattern mining

Knowledge-Based 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

Evaluating learning algorithms for a rule evaluation support method based on objective rule evaluation indices

ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems

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

Distribution rules with numeric attributes of interest

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

Visual interactive subgroup discovery with numerical properties of interest

DS'06 Proceedings of the 9th international conference on Discovery Science

Evaluating a rule evaluation support method based on objective rule evaluation indices

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Evaluating learning models for a rule evaluation support method based on objective indices

RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing

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

Undirected exception rule discovery as local pattern detection

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

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

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

Evaluating learning algorithms with meta-learning schemes for a rule evaluation support method based on objective indices

PKAW'06 Proceedings of the 9th Pacific Rim Knowledge Acquisition international conference on Advances in Knowledge Acquisition and Management

Evaluating model construction methods with objective rule evaluation indices to support human experts

MDAI'06 Proceedings of the Third international conference on Modeling Decisions for Artificial Intelligence

Mining special features to improve the performance of e-commerce product selection and resume processing

International Journal of Computational Science and Engineering

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

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

Artificial Intelligence in Medicine

An enhanced relevance criterion for more concise supervised pattern discovery

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

Investigating Accuracies of Classifications for Randomized Imbalanced Class Distributions

Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)

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

Contingency Tables as the Foundation for Concepts, Concept Hierarchies, and Rules: The 49er System Approach

Fundamenta Informaticae

Explaining subgroups through ontologies

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

Collective information extraction with context-specific consistencies

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

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

Finding interesting contexts for explaining deviations in bus trip duration using distribution rules

IDA'12 Proceedings of the 11th international conference on Advances in Intelligent Data Analysis

Towards assisted input and output data analysis in manufacturing simulation: the EDASim approach

Proceedings of the Winter Simulation Conference

Discovering subgroups by means of genetic programming

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

One click mining: interactive local pattern discovery through implicit preference and performance learning

Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics

A study of subgroup discovery approaches for defect prediction

Information and Software Technology

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

Knowledge-Based Systems

High performance evaluation of evolutionary-mined association rules on GPUs

The Journal of Supercomputing

Behavior-based clustering and analysis of interestingness measures for association rule mining

Data Mining and Knowledge Discovery