Rule induction with CN2: some recent improvements

Exploring the Power of Genetic Search in Learning Symbolic Classifiers

IEEE Transactions on Pattern Analysis and Machine Intelligence

Pruning Algorithms for Rule Learning

Machine Learning

Using Background Knowledge to Build Multistrategy Learners

Machine Learning - Special issue on multistrategy learning

On the Optimality of the Simple Bayesian Classifier under Zero-One Loss

Machine Learning - Special issue on learning with probabilistic representations

Separate-and-Conquer Rule Learning

Artificial Intelligence Review

Mining the most interesting rules

KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining

What do Constructive Learners Really Learn?

Artificial Intelligence Review

An Adjustable Description Quality Measure for Pattern Discovery Usingthe AQ Methodology

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

Learning for text categorization and information extraction with ILP

Learning language in logic

An extended transformation approach to inductive logic programming

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

Hybrid inductive machine learning: an overview of CLIP algorithms

New learning paradigms in soft computing

Data mining in a nutshell

Relational Data Mining

An introduction to inductive logic programming

Relational Data Mining

Three companions for data mining in first order logic

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

Relational data mining applications: an overview

Relational Data Mining

Theoretical and Practical Considerations of Uncertainty and Complexity in Automated Knowledge Acquisition

IEEE Transactions on Knowledge and Data Engineering

Rule-Induction and Case-Based Reasoning: Hybrid Architectures Appear Advantageous

IEEE Transactions on Knowledge and Data Engineering

Induction By Attribute Elimination

IEEE Transactions on Knowledge and Data Engineering

On the discovery of process models from their instances

Decision Support Systems

Pairwise Classification as an Ensemble Technique

ECML '02 Proceedings of the 13th European Conference on Machine Learning

Combining Multiple Models with Meta Decision Trees

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

From Computational Intelligence to Web Intelligence: An Ensemble from Potpourri

WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development

Unknown Attribute Values Processing by Meta-learner

ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems

A Survey of Data Mining Techniques

ISMDA '00 Proceedings of the First International Symposium on Medical Data Analysis

Induction as Pre-processing

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

A Pathology of Bottom-Up Hill-Climbing in Inductive Rule Learning

ALT '02 Proceedings of the 13th International Conference on Algorithmic Learning Theory

Learning Hierarchical Skills from Observation

DS '02 Proceedings of the 5th International Conference on Discovery Science

Experiments in Predicting Biodegradability

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

Construct robust rule sets for classification

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

Case studies: Public domain, multiple mining tasks systems: MLC++

Handbook of data mining and knowledge discovery

Industry: the use of modern heuristic algorithms for mining insurance data

Handbook of data mining and knowledge discovery

Tree Induction for Probability-Based Ranking

Machine Learning

Application of rule induction and rough sets to verification of magnetic resonance diagnosis

Fundamenta Informaticae

A survey of data mining and knowledge discovery software tools

ACM SIGKDD Explorations Newsletter

References

Intelligent data analysis

Meta-Learner for Unknown Attribute Values Processing: Dealing with Inconsistency of Meta-Databases

Journal of Intelligent Information Systems

Round robin classification

The Journal of Machine Learning Research

Tree induction vs. logistic regression: a learning-curve analysis

The Journal of Machine Learning Research

An efficient data structure for decision rules discovery

Proceedings of the 2003 ACM symposium on Applied computing

Multi-relational data mining: an introduction

ACM SIGKDD Explorations Newsletter

ART: A Hybrid Classification Model

Machine Learning

CrossMine: Efficient Classification Across Multiple Database Relations

ICDE '04 Proceedings of the 20th International Conference on Data Engineering

Event detection from online news documents for supporting environmental scanning

Decision Support Systems - Special issue: Knowledge management technique

Selecting the right objective measure for association analysis

Information Systems - Knowledge discovery and data mining (KDD 2002)

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

Machine Learning

CLIP4: hybrid inductive machine learning algorithm that generates inequality rules

Information Sciences: an International Journal - Special issue: Soft computing data mining

Pareto-optimal patterns in logical analysis of data

Discrete Applied Mathematics - Discrete mathematics & data mining (DM & DM)

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

Machine Learning

Mining risk patterns in medical data

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

Propositionalization-based relational subgroup discovery with RSD

Machine Learning

Improving Multiclass Pattern Recognition by the Combination of Two Strategies

IEEE Transactions on Pattern Analysis and Machine Intelligence

Efficient Classification across Multiple Database Relations: A CrossMine Approach

IEEE Transactions on Knowledge and Data Engineering

Interestingness measures for data mining: A survey

ACM Computing Surveys (CSUR)

Gleaner: Creating ensembles of first-order clauses to improve recall-precision curves

Machine Learning

Application of argument based machine learning to law

ICAIL '05 Proceedings of the 10th international conference on Artificial intelligence and law

A cooperative constructive method for neural networks for pattern recognition

Pattern Recognition

Inference of abduction theories for handling incompleteness in first-order learning

Knowledge and Information Systems - Special Issue on Mining Low-Quality Data

Round robin ensembles

Intelligent Data Analysis

Rule quality for multiple-rule classifier: Empirical expertise and theoretical methodology

Intelligent Data Analysis

Genetic learner: Discretization and fuzzification of numerical attributes

Intelligent Data Analysis

A Novel Rule Ordering Approach in Classification Association Rule Mining

MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition

On Pairwise Naive Bayes Classifiers

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

Parallel Ant Miner 2

ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing

A hybrid PSO/ACO algorithm for discovering classification rules in data mining

Journal of Artificial Evolution and Applications - Particle Swarms: The Second Decade

Measures of ruleset quality for general rules extraction methods

International Journal of Approximate Reasoning

Automatically evolving rule induction algorithms tailored to the prediction of postsynaptic activity in proteins

Intelligent Data Analysis

Learning from ambiguously labeled examples

Intelligent Data Analysis - Selected papers from IDA2005, Madrid, Spain

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

OPUS: an efficient admissible algorithm for unordered search

Journal of Artificial Intelligence Research

Integrative Windowing

Journal of Artificial Intelligence Research

Inducing interpretable voting classifiers without trading accuracy for simplicity: theoretical results, approximation algorithms, and experiments

Journal of Artificial Intelligence Research

Process-oriented estimation of generalization error

IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2

Troika - An improved stacking schema for classification tasks

Information Sciences: an International Journal

Protein structural classification using orthogonal transformation and class-association rules

International Journal of Data Mining and Bioinformatics

Exploring multi-objective PSO and GRASP-PR for rule induction

EvoCOP'08 Proceedings of the 8th European conference on Evolutionary computation in combinatorial optimization

Structural regression trees

AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1

Improving multiclass ILP by combining partial rules with winnow algorithm: results on classification of dopamine antagonist molecules

JSAI'03/JSAI04 Proceedings of the 2003 and 2004 international conference on New frontiers in artificial intelligence

An empirical study of binary classifier fusion methods for multiclass classification

Information Fusion

A review and comparison of strategies for handling missing values in separate-and-conquer rule learning

Journal of Intelligent Information Systems

Elicitation of neurological knowledge with ABML

AIME'11 Proceedings of the 13th conference on Artificial intelligence in medicine

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

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

Learning from ambiguously labeled examples

IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis

Yet another induction algorithm

KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II

CrossMine: efficient classification across multiple database relations

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

Modifications of classification strategies in rule set based bagging for imbalanced data

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

Machine learning for medical diagnosis: history, state of the art and perspective

Artificial Intelligence in Medicine

Application of Rule Induction and Rough Sets to Verification of Magnetic Resonance Diagnosis

Fundamenta Informaticae

A subspace approach to error correcting output codes

Pattern Recognition Letters

Elicitation of neurological knowledge with argument-based machine learning

Artificial Intelligence in Medicine

Improving the interpretability of classification rules discovered by an ant colony algorithm

Proceedings of the 15th annual conference on Genetic and evolutionary computation

Combining one-class classifiers via meta learning

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

Preceding rule induction with instance reduction methods

MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition

Comprehensible classification models: a position paper

ACM SIGKDD Explorations Newsletter

CAR-NF: A classifier based on specific rules with high netconf

Intelligent Data Analysis

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

Data Mining and Knowledge Discovery