Stratification for scaling up evolutionary prototype selection
Pattern Recognition Letters
A novel gray-based reduced NN classification method
Pattern Recognition
Prototype reduction schemes applicable for non-stationary data sets
Pattern Recognition
Investigating diversity of clustering methods: An empirical comparison
Data & Knowledge Engineering
Mining competent case bases for case-based reasoning
Artificial Intelligence
A memetic algorithm for evolutionary prototype selection: A scaling up approach
Pattern Recognition
An association-based case reduction technique for case-based reasoning
Information Sciences: an International Journal
Template Selection by Editing Algorithms: A Case Study in Face Recognition
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Rough-fuzzy weighted k-nearest leader classifier for large data sets
Pattern Recognition
Artificial neural networks with evolutionary instance selection for financial forecasting
Expert Systems with Applications: An International Journal
Probably correct k-nearest neighbor search in high dimensions
Pattern Recognition
Paper: Nearest neighbor classification on two types of SIMD machines
Parallel Computing
A divide-and-conquer approach to the pairwise opposite class-nearest neighbor (POC-NN) algorithm
Pattern Recognition Letters
Data compression by volume prototypes for streaming data
Pattern Recognition
Expert Systems with Applications: An International Journal
A class boundary preserving algorithm for data condensation
Pattern Recognition
Adaptive case-based reasoning using retention and forgetting strategies
Knowledge-Based Systems
Information Sciences: an International Journal
Pattern Recognition Letters
New rank methods for reducing the size of the training set using the nearest neighbor rule
Pattern Recognition Letters
Linear separability and classification complexity
Expert Systems with Applications: An International Journal
Profiling instances in noise reduction
Knowledge-Based Systems
Editorial: Large scale instance selection by means of federal instance selection
Data & Knowledge Engineering
Hierarchical Hidden Markov Models for User/Process Profile Learning
Fundamenta Informaticae - Special issue ISMIS'05
Efficient dataset size reduction by finding homogeneous clusters
Proceedings of the Fifth Balkan Conference in Informatics
A hybrid KNN-ant colony optimization algorithm for prototype selection
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
FRPS: A Fuzzy Rough Prototype Selection method
Pattern Recognition
Preceding rule induction with instance reduction methods
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Identifying predictive hubs to condense the training set of $$k$$-nearest neighbour classifiers
Computational Statistics
On the use of meta-learning for instance selection: An architecture and an experimental study
Information Sciences: an International Journal
Hi-index | 754.84 |
A further modification to Cover and Hart's nearest neighbor decision rule, the reduced nearest neighbor rule, is introduced. Experimental results demonstrate its accuracy and efficiency.