Generalized k-nearest neighbor rules
Fuzzy Sets and Systems - Special issue: Dedicated to the memory of Richard E. Bellman
Instance-Based Learning Algorithms
Machine Learning
A fuzzy extended k-nearest neighbors rule
Fuzzy Sets and Systems
A fuzzy version of the K-NN method
Fuzzy Sets and Systems
On strong consistency of the fuzzy generalized nearest neighbor rule
Fuzzy Sets and Systems
Discriminant Adaptive Nearest Neighbor Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Artificial Intelligence Review - Special issue on lazy learning
Two manufacturing applications of the fuzzy K-NN algorithm
Fuzzy Sets and Systems
Detection of welding flaws from radiographic images with fuzzy clustering methods
Fuzzy Sets and Systems
Extraction of welds from radiographic images using fuzzy classifiers
Information Sciences—Informatics and Computer Science: An International Journal
A Fast Nearest-Neighbor Algorithm Based on a Principal Axis Search Tree
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Journal of Machine Learning Research
Possibilistic instance-based learning
Artificial Intelligence - Special issue: Fuzzy set and possibility theory-based methods in artificial intelligence
A K-NN Associated Fuzzy Evidential Reasoning Classifier with Adaptive Neighbor Selection
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning Weighted Metrics to Minimize Nearest-Neighbor Classification Error
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improving nearest neighbor rule with a simple adaptive distance measure
Pattern Recognition Letters
Fuzzy-rough nearest neighbor algorithms in classification
Fuzzy Sets and Systems
A lot of randomness is hiding in accuracy
Engineering Applications of Artificial Intelligence
Near-optimal hashing algorithms for approximate nearest neighbor in high dimensions
Communications of the ACM - 50th anniversary issue: 1958 - 2008
A version of the NGE model suitable for fuzzy domains
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Combining One Class Fuzzy KNN's
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
KEEL: a software tool to assess evolutionary algorithms for data mining problems
Soft Computing - A Fusion of Foundations, Methodologies and Applications - Special Issue on Evolutionary and Metaheuristics based Data Mining (EMBDM); Guest Editors: José A. Gámez, María J. del Jesús, José M. Puerta
Soft Computing - A Fusion of Foundations, Methodologies and Applications
A method of learning weighted similarity function to improve the performance of nearest neighbor
Information Sciences: an International Journal
Similarity-based Classification: Concepts and Algorithms
The Journal of Machine Learning Research
A fuzzy vector valued KNN-algorithm for automatic outlier detection
Applied Soft Computing
A Fast and Scalable Fuzzy-rough Nearest Neighbor Algorithm
GCIS '09 Proceedings of the 2009 WRI Global Congress on Intelligent Systems - Volume 04
Improved heterogeneous distance functions
Journal of Artificial Intelligence Research
On optimum choice of k in nearest neighbor classification
Computational Statistics & Data Analysis
Attribute selection with fuzzy decision reducts
Information Sciences: an International Journal
Fuzzy Sets and Systems
A new fuzzy rule-based initialization method for K-nearest neighbor classifier
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Web Document Classification Based on Fuzzy k-NN Algorithm
CIS '09 Proceedings of the 2009 International Conference on Computational Intelligence and Security - Volume 01
Introduction to Machine Learning
Introduction to Machine Learning
Fast exact k nearest neighbors search using an orthogonal search tree
Pattern Recognition
Information Sciences: an International Journal
Data mining for data classification based on the KNN-fuzzy method supported by genetic algorithm
VECPAR'02 Proceedings of the 5th international conference on High performance computing for computational science
Fuzzy-rough nearest neighbour classification
Transactions on rough sets XIII
FSKNN: Multi-label text categorization based on fuzzy similarity and k nearest neighbors
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
An optimally weighted fuzzy k-NN algorithm
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study
IEEE Transactions on Pattern Analysis and Machine Intelligence
ICIC'06 Proceedings of the 2006 international conference on Computational Intelligence and Bioinformatics - Volume Part III
A study of the robustness of KNN classifiers trained using soft labels
ANNPR'06 Proceedings of the Second international conference on Artificial Neural Networks in Pattern Recognition
A K-nearest neighbours method based on imprecise probabilities
Soft Computing - A Fusion of Foundations, Methodologies and Applications - Special Issue on Knowledge Extraction from Low Quality Data: Theoretical, Methodological and Practical Issues
On the edited fuzzy K-nearest neighbor rule
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Using fuzzy methods to model nearest neighbor rules
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Fuzzy Systems
Fuzzy Rough Sets: The Forgotten Step
IEEE Transactions on Fuzzy Systems
Nearest neighbor pattern classification
IEEE Transactions on Information Theory
The condensed nearest neighbor rule (Corresp.)
IEEE Transactions on Information Theory
A learning scheme for a fuzzy k-NN rule
Pattern Recognition Letters
A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Hi-index | 0.07 |
In recent years, many nearest neighbor algorithms based on fuzzy sets theory have been developed. These methods form a field, known as fuzzy nearest neighbor classification, which is the source of many proposals for the enhancement of the k nearest neighbor classifier. Fuzzy sets theory and several extensions, including fuzzy rough sets, intuitionistic fuzzy sets, type-2 fuzzy sets and possibilistic theory are the foundations of these hybrid techniques, designed to tackle some of the drawbacks of the nearest neighbor rule. In this paper the most relevant approaches to fuzzy nearest neighbor classification are reviewed, as are applications and theoretical works. Several descriptive properties are defined to build a full taxonomy, which should be useful as a future reference for new developments. An experimental framework, including implementations of the methods, datasets, and a suggestion of a statistical methodology for results assessment is provided. A case of study is included, featuring a comparison of the best techniques with several state of the art crisp nearest neighbor classifiers. The work concludes with the suggestion of some open challenges and ways to improve fuzzy nearest neighbor classification as a machine learning technique.