On changing continuous attributes into ordered discrete attributes
EWSL-91 Proceedings of the European working session on learning on Machine learning
Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Machine Learning
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Using Genetic Algorithms for Concept Learning
Machine Learning - Special issue on genetic algorithms
A Knowledge-Intensive Genetic Algorithm for Supervised Learning
Machine Learning - Special issue on genetic algorithms
Competition-Based Induction of Decision Models from Examples
Machine Learning - Special issue on genetic algorithms
Finding interesting rules from large sets of discovered association rules
CIKM '94 Proceedings of the third international conference on Information and knowledge management
Machine learning, neural and statistical classification
Machine learning, neural and statistical classification
Genetic algorithms + data structures = evolution programs (3rd ed.)
Genetic algorithms + data structures = evolution programs (3rd ed.)
Niching methods for genetic algorithms
Niching methods for genetic algorithms
From data mining to knowledge discovery: an overview
Advances in knowledge discovery and data mining
Discovering informative patterns and data cleaning
Advances in knowledge discovery and data mining
Fast discovery of association rules
Advances in knowledge discovery and data mining
Integrating inductive and deductive reasoning for data mining
Advances in knowledge discovery and data mining
Genetic programming: an introduction: on the automatic evolution of computer programs and its applications
Predictive data mining: a practical guide
Predictive data mining: a practical guide
Data preparation for data mining
Data preparation for data mining
ACM SIGKDD Explorations Newsletter
Genetic Algorithms and Grouping Problems
Genetic Algorithms and Grouping Problems
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Mining Very Large Databases with Parallel Processing
Mining Very Large Databases with Parallel Processing
Feature Extraction, Construction and Selection: A Data Mining Perspective
Feature Extraction, Construction and Selection: A Data Mining Perspective
Data Mining Using Grammar-Based Genetic Programming and Applications
Data Mining Using Grammar-Based Genetic Programming and Applications
Data Mining and Knowledge Discovery
Knowledge Acquisition Via Incremental Conceptual Clustering
Machine Learning
Coevolutionary, Distributed Search for Inducing Concept Description
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Boosting the margin: A new explanation for the effectiveness of voting methods
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Knowledge Acquisition form Examples Vis Multiple Models
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Further Research on Feature Selection and Classification Using Genetic Algorithms
Proceedings of the 5th International Conference on Genetic Algorithms
Discovery of Decision Rules from Databases: An Evolutionary Approach
PKDD '98 Proceedings of the Second European Symposium on Principles of Data Mining and Knowledge Discovery
On Objective Measures of Rule Surprisingness
PKDD '98 Proceedings of the Second European Symposium on Principles of Data Mining and Knowledge Discovery
Search-intensive concept induction
Evolutionary Computation
Using learning to facilitate the evolution of features for recognizing visual concepts
Evolutionary Computation
Clustering with a genetically optimized approach
IEEE Transactions on Evolutionary Computation
Discovering Fuzzy Classification Rules with Genetic Programming and Co-evolution
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Evolving SQL Queries for Data Mining
IDEAL '02 Proceedings of the Third International Conference on Intelligent Data Engineering and Automated Learning
Multi-objective rule mining using genetic algorithms
Information Sciences: an International Journal - Special issue: Soft computing data mining
Particle swarm based Data Mining Algorithms for classification tasks
Parallel Computing - Special issue: Parallel and nature-inspired computational paradigms and applications
Knowledge Discovery with Genetic Programming for Providing Feedback to Courseware Authors
User Modeling and User-Adapted Interaction
Evolutionary approaches to fuzzy modelling for classification
The Knowledge Engineering Review
DXCS: an XCS system for distributed data mining
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Introducing lateral thinking in search engines
Genetic Programming and Evolvable Machines
Enhancing Knowledge Discovery via Association-Based Evolution of Neural Logic Networks
IEEE Transactions on Knowledge and Data Engineering
Diversification for better classification trees
Computers and Operations Research
International Journal of Human-Computer Studies
Application of elitist multi-objective genetic algorithm for classification rule generation
Applied Soft Computing
A parallel genetic algorithm approach for automated discovery of censored production rules
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
New approach for extracting knowledge from the XCS learning classifier system
International Journal of Hybrid Intelligent Systems
A new approach to estimating the expected first hitting time of evolutionary algorithms
Artificial Intelligence
Coevolution of a Fuzzy Rule Base for Classification Problems
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
Expert Systems with Applications: An International Journal
Discovering Interesting Classification Rules with Particle Swarm Algorithm
Advanced Web and NetworkTechnologies, and Applications
The C-ND tree: a multidimensional index for hybrid continuous and non-ordered discrete data spaces
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
A method for improving the accuracy of data mining classification algorithms
Computers and Operations Research
A new approach to estimating the expected first hitting time of evolutionary algorithms
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
An evolutionary memetic algorithm for rule extraction
Expert Systems with Applications: An International Journal
Knowledge discovery with classification rules in a cardiovascular dataset
Computer Methods and Programs in Biomedicine
Association rule mining-based dissolved gas analysis for fault diagnosis of power transformers
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Using genetic algorithms for data mining optimization in an educational web-based system
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Interactive GP for data retrieval in medical databases
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
A hybrid diagnosis model for determining the types of the liver disease
Computers in Biology and Medicine
Expert-assisted classification rules extraction algorithm
ADBIS'10 Proceedings of the 14th east European conference on Advances in databases and information systems
Product portfolio identification with data mining based on multi-objective GA
Journal of Intelligent Manufacturing
Data Mining on DNA Sequences of Hepatitis B Virus
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Rule induction based-on coevolutionary algorithms for image annotation
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
A genetic algorithm for classification
ICCC'11 Proceedings of the 2011 international conference on Computers and computing
A survey: hybrid evolutionary algorithms for cluster analysis
Artificial Intelligence Review
Intensional encapsulations of database subsets via genetic programming
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
Nature-Inspired approaches to mining trend patterns in spatial databases
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Artificial Intelligence in Medicine
Evolutionary computing for knowledge discovery in medical diagnosis
Artificial Intelligence in Medicine
Data mining with cellular discrete event modeling and simulation
Proceedings of the 45th Annual Simulation Symposium
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
A knowledge based approach for handling supply chain risk management
Proceedings of the Fifth Balkan Conference in Informatics
A survey on optimization metaheuristics
Information Sciences: an International Journal
An evolutionary approach to discover intra-and inter-class exceptions in databases
International Journal of Intelligent Systems Technologies and Applications
Towards healthcare business intelligence in long-term care
Computers in Human Behavior
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This chapter discusses the use of evolutionary algorithms, particularly genetic algorithms and genetic programming, in data mining and knowledge discovery. We focus on the data mining task of classification. In addition, we discuss some preprocessing and postprocessing steps of the knowledge discovery process, focusing on attribute selection and pruning of an ensemble of classifiers. We show how the requirements of data mining and knowledge discovery influence the design of evolutionary algorithms. In particular, we discuss how individual representation, genetic operators and fitness functions have to be adapted for extracting high-level knowledge from data.