Discriminant Adaptive Nearest Neighbor Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Locally Adaptive Metric Nearest-Neighbor Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nearest neighbor pattern classification
IEEE Transactions on Information Theory
Improving Performance of a Binary Classifier by Training Set Selection
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
A Dynamic Programming Technique for Optimizing Dissimilarity-Based Classifiers
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Cluster-based nearest-neighbour classifier and its application on the lightning classification
Journal of Computer Science and Technology
A method of learning weighted similarity function to improve the performance of nearest neighbor
Information Sciences: an International Journal
A proposed method of local feature-weighting to improve predictions of basic nearest neighbor rule
ASC '07 Proceedings of The Eleventh IASTED International Conference on Artificial Intelligence and Soft Computing
Probability-Based Distance Function for Distance-Based Classifiers
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
An efficient nearest neighbor classifier using an adaptive distance measure
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
High performance classification of two imagery tasks in the cue-based brain computer interface
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
Generalizing dissimilarity representations using feature lines
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Creating diverse nearest-neighbour ensembles using simultaneous metaheuristic feature selection
Pattern Recognition Letters
Weighted nearest neighbor classification via maximizing classification consistency
RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
Classification of repetitive patterns using symmetry group prototypes
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Class confidence weighted kNN algorithms for imbalanced data sets
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
An affinity-based new local distance function and similarity measure for kNN algorithm
Pattern Recognition Letters
A novel prototype reduction method for the K-nearest neighbor algorithm with K≥1
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Journal of Mathematical Imaging and Vision
Adaptive distance metrics for nearest neighbour classification based on genetic programming
EuroGP'13 Proceedings of the 16th European conference on Genetic Programming
Coarse to fine K nearest neighbor classifier
Pattern Recognition Letters
Class imbalance and the curse of minority hubs
Knowledge-Based Systems
Linear reconstruction measure steered nearest neighbor classification framework
Pattern Recognition
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects
Information Sciences: an International Journal
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The k-nearest neighbor rule is one of the simplest and most attractive pattern classification algorithms. However, it faces serious challenges when patterns of different classes overlap in some regions in the feature space. In the past, many researchers developed various adaptive or discriminant metrics to improve its performance. In this paper, we demonstrate that an extremely simple adaptive distance measure significantly improves the performance of the k-nearest neighbor rule.