Editing for the k-nearest neighbors rule by a genetic algorithm

Analysis of new techniques to obtain quality training sets

Pattern Recognition Letters - Special issue: Sibgrapi 2001

Some Notes on Twenty One (21) Nearest Prototype Classifiers

Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition

Optimal Threshold Estimation Using Prototype Selection

Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition

On Filtering the Training Prototypes in Nearest Neighbour Classification

CCIA '02 Proceedings of the 5th Catalonian Conference on AI: Topics in Artificial Intelligence

Evolution of Reference Sets in Nearest Neighbor Classification

SEAL'98 Selected papers from the Second Asia-Pacific Conference on Simulated Evolution and Learning on Simulated Evolution and Learning

Stratification for scaling up evolutionary prototype selection

Pattern Recognition Letters

Evolutionary stratified training set selection for extracting classification rules with trade off precision-interpretability

Data & Knowledge Engineering

A novel gray-based reduced NN classification method

Pattern Recognition

A memetic algorithm for evolutionary prototype selection: A scaling up approach

Pattern Recognition

Supervised pattern recognition for the prediction of contrast-enhancement appearance in brain tumors from multivariate magnetic resonance imaging and spectroscopy

Artificial Intelligence in Medicine

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

A divide-and-conquer recursive approach for scaling up instance selection algorithms

Data Mining and Knowledge Discovery

A learning style classification mechanism for e-learning

Computers & Education

Comparison of Strategies Based on Evolutionary Computation for the Design of Similarity Functions

Proceedings of the 2005 conference on Artificial Intelligence Research and Development

Prototype selection based on sequential search

Intelligent Data Analysis

CIXL2: a crossover operator for evolutionary algorithms based on population features

Journal of Artificial Intelligence Research

Differential evolution and particle swarm optimisation in partitional clustering

Computational Statistics & Data Analysis

Constructing ensembles of classifiers by means of weighted instance selection

IEEE Transactions on Neural Networks

Artificial neural networks with evolutionary instance selection for financial forecasting

Expert Systems with Applications: An International Journal

Democratic instance selection: A linear complexity instance selection algorithm based on classifier ensemble concepts

Artificial Intelligence

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

Pattern Recognition

Genetic algorithm optimized feature transformation: a comparison with different classifiers

GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII

A review of instance selection methods

Artificial Intelligence Review

Sequential reduction algorithm for nearest neighbor rule

ICCVG'10 Proceedings of the 2010 international conference on Computer vision and graphics: Part II

Gene selection and sample classification on microarray data based on adaptive genetic algorithm/k-nearest neighbor method

Expert Systems with Applications: An International Journal

Prototype reduction techniques: A comparison among different approaches

Expert Systems with Applications: An International Journal

Learning graph prototypes for shape recognition

Computer Vision and Image Understanding

Combining instance selection methods based on data characterization: An approach to increase their effectiveness

Information Sciences: an International Journal

Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection

Information Sciences: an International Journal

Data characterization for effective prototype selection

IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II

FRPS: A Fuzzy Rough Prototype Selection method

Pattern Recognition

Prototype reduction based on Direct Weighted Pruning

Pattern Recognition Letters

Identifying predictive hubs to condense the training set of $$k$$-nearest neighbour classifiers

Computational Statistics