Prototype selection for the nearest neighbour rule through proximity graphs

Analysis of new techniques to obtain quality training sets

Pattern Recognition Letters - Special issue: Sibgrapi 2001

Some Experiments in Supervised Pattern Recognition with Incomplete Training Samples

Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition

Optimal Threshold Estimation Using Prototype Selection

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

Decontamination of Training Samples for Supervised Pattern Recognition Methods

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

Data mining tasks and methods: Classification: nearest-neighbor approaches

Handbook of data mining and knowledge discovery

Maxdiff kd-trees for data condensation

Pattern Recognition Letters

A novel gray-based reduced NN classification method

Pattern Recognition

Prototype selection for dissimilarity-based classifiers

Pattern Recognition

A case-based reasoning system with the two-dimensional reduction technique for customer classification

Expert Systems with Applications: An International Journal

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

Pattern Recognition

Hit Miss Networks with Applications to Instance Selection

The Journal of Machine Learning Research

Global optimization of case-based reasoning for breast cytology diagnosis

Expert Systems with Applications: An International Journal

Bankruptcy prediction modeling with hybrid case-based reasoning and genetic algorithms approach

Applied Soft Computing

On the use of surrounding neighbors for synthetic over-sampling of the minority class

SMO'08 Proceedings of the 8th conference on Simulation, modelling and optimization

Graph-Based Discrete Differential Geometry for Critical Instance Filtering

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II

Application of a 3NN+1 based CBR system to segmentation of the notebook computers market

Expert Systems with Applications: An International Journal

Fast palmprint identification with multiple templates per subject

Pattern Recognition Letters

Back propagation with balanced MSE cost function and nearest neighbor editing for handling class overlap and class imbalance

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

A comparison of nearest neighbor search algorithms for generic object recognition

ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems

Collaborative Filtering with a User-Item Matrix Reduction Technique

International Journal of Electronic Commerce

Edited nearest neighbor rule for improving neural networks classifications

ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I

On the use of data filtering techniques for credit risk prediction with instance-based models

Expert Systems with Applications: An International Journal

Proximity-graph instance-based learning, support vector machines, and high dimensionality: an empirical comparison

MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition

Predicting noise filtering efficacy with data complexity measures for nearest neighbor classification

Pattern Recognition

A computational geometry approach for pareto-optimal selection of neural networks

ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II

A hybrid method to face class overlap and class imbalance on neural networks and multi-class scenarios

Pattern Recognition Letters

FRPS: A Fuzzy Rough Prototype Selection method

Pattern Recognition

On the characterization of noise filters for self-training semi-supervised in nearest neighbor classification

Neurocomputing