Instance Selection and Construction for Data Mining

Removing redundancy and inconsistency in memory-based collaborative filtering

Proceedings of the eleventh international conference on Information and knowledge management

Iterative Data Squashing for Boosting Based on a Distribution-Sensitive Distance

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

Data Squashing for Speeding Up Boosting-Based Outlier Detection

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

Detecting Interesting Instances

Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery

Bayesian analysis of massive datasets via particle filters

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

Mining dynamic databases by weighting

Acta Cybernetica

Post-mining: maintenance of association rules by wieghting

Information Systems

Active learning for detecting a spectrally variable subject in color infrared imagery

Pattern Recognition Letters - Special issue: Pattern recognition for remote sensing (PRRS 2002)

A selective sampling approach to active feature selection

Artificial Intelligence

Toward Integrating Feature Selection Algorithms for Classification and Clustering

IEEE Transactions on Knowledge and Data Engineering

A scalable decision tree system and its application in pattern recognition and intrusion detection

Decision Support Systems

Input data for decision trees

Expert Systems with Applications: An International Journal

Machine learning: a review of classification and combining techniques

Artificial Intelligence Review

Constructing ensembles of symbolic classifiers

International Journal of Hybrid Intelligent Systems - Hybrid Intelligent systems in Ensembles

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

Expert Systems with Applications: An International Journal

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

Pattern Recognition Letters

Nearest neighbor editing aided by unlabeled data

Information Sciences: an International Journal

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

On the combination of evolutionary algorithms and stratified strategies for training set selection in data mining

Applied Soft Computing

Efficient Coverage of Case Space with Active Learning

EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence

A scalable decision tree system and its application in pattern recognition and intrusion detection

Decision Support Systems

Summary queries for frequent itemsets mining

Journal of Systems and Software

IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule

Pattern Recognition

Prototype selection algorithms for distributed learning

Pattern Recognition

Association rule mining: models and algorithms

Association rule mining: models and algorithms

d-Confidence: an active learning strategy which efficiently identifies small classes

ALNLP '10 Proceedings of the NAACL HLT 2010 Workshop on Active Learning for Natural Language Processing

An agent-based simulated annealing algorithm for data reduction

KES-AMSTA'10 Proceedings of the 4th KES international conference on Agent and multi-agent systems: technologies and applications, Part II

IPADE: iterative prototype adjustment for nearest neighbor classification

IEEE Transactions on Neural Networks

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

Short Communication: Ontology extraction from relational database: Concept hierarchy as background knowledge

Knowledge-Based Systems

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

Distributed learning with data reduction

Transactions on computational collective intelligence IV

Enhancing IPADE algorithm with a different individual codification

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

A preliminary study on the use of fuzzy rough set based feature selection for improving evolutionary instance selection algorithms

IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part I

Simple instance selection for bankruptcy prediction

Knowledge-Based Systems

A co-evolutionary framework for nearest neighbor enhancement: combining instance and feature weighting with instance selection

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

Simple incremental instance selection wrapper for classification

ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II

Data and feature reduction in fuzzy modeling through particle swarm optimization

Applied Computational Intelligence and Soft Computing

Automatic categorisation of comments in social news websites

Expert Systems with Applications: An International Journal

InstanceRank based on borders for instance selection

Pattern Recognition

Two way focused classification

DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery

On instance selection in audio based emotion recognition

ANNPR'12 Proceedings of the 5th INNS IAPR TC 3 GIRPR conference on Artificial Neural Networks in Pattern Recognition

A hybrid intelligent approach for modeling brand choice and constructing a market response simulator

Knowledge-Based Systems

Opcode sequences as representation of executables for data-mining-based unknown malware detection

Information Sciences: an International Journal

SVOIS: Support Vector Oriented Instance Selection for text classification

Information Systems

IDS false alarm reduction using an instance selection KNN-memetic algorithm

International Journal of Metaheuristics