Attribute Selection with a Multi-objective Genetic Algorithm
SBIA '02 Proceedings of the 16th Brazilian Symposium on Artificial Intelligence: Advances in Artificial Intelligence
Mining Comprehensible Rules from Data with an Ant Colony Algorithm
SBIA '02 Proceedings of the 16th Brazilian Symposium on Artificial Intelligence: Advances in Artificial Intelligence
Data mining from clinical data using interactive evolutionary computation
Advances in evolutionary computing
A hybrid decision tree/genetic algorithm method for data mining
Information Sciences: an International Journal - Special issue: Soft computing data mining
Multi-objective rule mining using genetic algorithms
Information Sciences: an International Journal - Special issue: Soft computing data mining
Evolutionary Rule Mining in Time Series Databases
Machine Learning
Artificial Intelligence Review
Knowledge Discovery with Genetic Programming for Providing Feedback to Courseware Authors
User Modeling and User-Adapted Interaction
Constructive induction and genetic algorithms for learning concepts with complex interaction
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Learning Functional Dependency Networks Based on Genetic Programming
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
IEEE Transactions on Knowledge and Data Engineering
Evolutionary concept learning in first order logic: an overview
AI Communications
Diversification for better classification trees
Computers and Operations Research
A new ant colony algorithm for multi-label classification with applications in bioinfomatics
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A new discrete particle swarm algorithm applied to attribute selection in a bioinformatics data set
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Cluster analysis of traffic flows on a campus network
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Classifier hierarchy learning by means of genetic algorithms
Pattern Recognition Letters
Classifier hierarchy learning by means of genetic algorithms
Pattern Recognition Letters
World Wide Web
Adaptive estimated maximum-entropy distribution model
Information Sciences: an International Journal
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Application of elitist multi-objective genetic algorithm for classification rule generation
Applied Soft Computing
Evaluation of rule interestingness measures in medical knowledge discovery in databases
Artificial Intelligence in Medicine
A genetic approach for efficient outlier detection in projected space
Pattern Recognition
AISIID: An artificial immune system for interesting information discovery on the web
Applied Soft Computing
Using neural networks to tune heuristic parameters in evolutionary optimization
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
The result analysis of the cluster methods by the classification of municipalities
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
A memetic algorithm for evolutionary prototype selection: A scaling up approach
Pattern Recognition
The fitness-rough: A new attribute reduction method based on statistical and rough set theory
Intelligent Data Analysis
Journal of Artificial Evolution and Applications - Particle Swarms: The Second Decade
Interactive search of rules in medical data using multiobjective evolutionary algorithms
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Distributed mining of censored production rules in data streams: an evolutionary approach
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part IV: ICCS 2007
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
Global Induction of Decision Trees: From Parallel Implementation to Distributed Evolution
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Multi-label Hierarchical Classification of Protein Functions with Artificial Immune Systems
BSB '08 Proceedings of the 3rd Brazilian symposium on Bioinformatics: Advances in Bioinformatics and Computational Biology
Readable and Accurate Rulesets with ORGA
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Measures of Ruleset Quality Capable to Represent Uncertain Validity
ECSQARU '07 Proceedings of the 9th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
International Journal of Computer Applications in Technology
Learning Classifier Systems: Looking Back and Glimpsing Ahead
Learning Classifier Systems
Technology Extraction of Expert Operator Skills from Process Time Series Data
Learning Classifier Systems
Discovering Interesting Classification Rules with Particle Swarm Algorithm
Advanced Web and NetworkTechnologies, and Applications
A review of procedures to evolve quantum algorithms
Genetic Programming and Evolvable Machines
Measures of ruleset quality for general rules extraction methods
International Journal of Approximate Reasoning
A hybrid approach to design efficient learning classifiers
Computers & Mathematics with Applications
A mixed discrete-continuous attribute list representation for large scale classification domains
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Large scale data mining using genetics-based machine learning
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Evolutionary multi-feature construction for data reduction: A case study
Applied Soft Computing
Motif discovery in physiological datasets: A methodology for inferring predictive elements
ACM Transactions on Knowledge Discovery from Data (TKDD)
Design of local fuzzy models using evolutionary algorithms
Computational Statistics & Data Analysis
Evolutionary sampling and software quality modeling of high-assurance systems
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Genetic network programming for fuzzy association rule-based classification
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A PSO-Based Classification Rule Mining Algorithm
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Dependence modeling rule mining using multi-objective genetic algorithms
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Evolutionary data analysis for the class imbalance problem
Intelligent Data Analysis
Parallel scalable hardware implementation of asynchronous discrete particle swarm optimization
Engineering Applications of Artificial Intelligence
Expert Systems with Applications: An International Journal
Dimensionality reduction via genetic value clustering
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Mining comprehensible clustering rules with an evolutionary algorithm
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Web page classification: a soft computing approach
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
Disease modeling using evolved discriminate function
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
Generalisation and model selection in supervised learning with evolutionary computation
EvoWorkshops'03 Proceedings of the 2003 international conference on Applications of evolutionary computing
Evolutionary optimisation of RBF network architectures in a direct marketing application
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Rough neuro voting system for data mining: application to stock price prediction
RSKT'07 Proceedings of the 2nd international conference on Rough sets and knowledge technology
A survey on the application of genetic programming to classification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
EvoBIO'08 Proceedings of the 6th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Analysis of the Effectiveness of the Genetic Algorithms based on Extraction of Association Rules
Fundamenta Informaticae - Intelligent Data Analysis in Granular Computing
Research frontier: linkage discovery through data mining
IEEE Computational Intelligence Magazine
A method of association rule analysis for incomplete database using genetic network programming
Proceedings of the 12th annual conference on Genetic and evolutionary computation
So near and yet so far: New insight into properties of some well-known classifier paradigms
Information Sciences: an International Journal
IEEE Transactions on Evolutionary Computation
IFS-CoCo in the landscape contest: description and results
ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos
Evolutionary selection of hyperrectangles in nested generalized exemplar learning
Applied Soft Computing
A preliminary study on the selection of generalized instances for imbalanced classification
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
A niched genetic programming algorithm for classification rules discovery in geographic databases
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Parallel distributed implementation of genetics-based machine learning for fuzzy classifier design
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Active rule learning using decision tree for resource management in Grid computing
Future Generation Computer Systems
Semi-supervised genetic programming for classification
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Large scale data mining using genetics-based machine learning
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
A parallel genetic programming algorithm for classification
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
Data mining with a parallel rule induction system based on gene expression programming
International Journal of Innovative Computing and Applications
Evolutionary-based selection of generalized instances for imbalanced classification
Knowledge-Based Systems
Learning actions in complex software systems
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
Mining data streams with concept drifts using genetic algorithm
Artificial Intelligence Review
Optimization of symbolic feature extraction for pattern classification
Signal Processing
Information Sciences: an International Journal
Exploiting expert knowledge in genetic programming for genome-wide genetic analysis
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Automatically evolving rule induction algorithms
ECML'06 Proceedings of the 17th European conference on Machine Learning
Classification rule mining based on particle swarm optimization
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Finding interesting rules exploiting rough memberships
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Co-evolutionary rule-chaining genetic programming
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Synthesising timbres and timbre-changes from adjectives/adverbs
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Mixed decision trees: an evolutionary approach
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
GEPCLASS: a classification rule discovery tool using gene expression programming
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Solving classification problems using genetic programming algorithms on GPUs
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
A multi-objective genetic algorithm approach to rule mining for affective product design
Expert Systems with Applications: An International Journal
Designing ensembles of fuzzy classification systems: an immune-inspired approach
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
Evolutionary learning of linear trees with embedded feature selection
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
Artificial Intelligence in Medicine
Rough-Set-based timing characteristic analyses of distance protective relay
Applied Soft Computing
Application of global optimization methods to model and feature selection
Pattern Recognition
Operator equalisation for bloat free genetic programming and a survey of bloat control methods
Genetic Programming and Evolvable Machines
Large scale data mining using genetics-based machine learning
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Privacy-preserving genetic algorithms for rule discovery
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
International Journal of Knowledge and Web Intelligence
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Ensemble fuzzy rule-based classifier design by parallel distributed fuzzy GBML algorithms
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
A parallel genetic programming for single class classification
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Software effort prediction: a hyper-heuristic decision-tree based approach
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Large scale data mining using genetics-based machine learning
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Information and Software Technology
Solving the unknown complexity formula problem with genetic programming
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
An evolutionary approach to discover intra-and inter-class exceptions in databases
International Journal of Intelligent Systems Technologies and Applications
Automatic optimization of stream programs via source program operator graph transformations
Distributed and Parallel Databases
Information Sciences: an International Journal
Multi-objective PSO algorithm for mining numerical association rules without a priori discretization
Expert Systems with Applications: An International Journal
Comprehensible classification models: a position paper
ACM SIGKDD Explorations Newsletter
Inferring ECA-based rules for ambient intelligence using evolutionary feature extraction
Journal of Ambient Intelligence and Smart Environments
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From the Publisher:This book integrates two areas of computer science, namely data mining and evolutionary algorithms. Both these areas have become increasingly popular in the last few years, and their integration is currently an active research area. In general, data mining consists of extracting knowledge from data. In particular, in this book we emphasize the importance of discovering comprehensible, interesting knowledge, which is potentially useful for intelligent decision making.In a nutshell, the motivation for applying evolutionary algorithms to data mining is that evolutionary algorithms are robust search methods which perform a global search in the space of candidate solutions. In contrast, most rule induction methods perform a local, greedy search in the space of candidate rules. Intuitively, the global search of evolutionary algorithms can discover interesting rules and patterns that would be missed by the greedy search performed by most rule induction methods.