An algorithm for finding nearest neighbours in (approximately) constant average time
Pattern Recognition Letters
A Nearest Hyperrectangle Learning Method
Machine Learning
On the use of neighbourhood-based non-parametric classifiers
Pattern Recognition Letters - special issue on pattern recognition in practice V
Relational interpretations of neighborhood operators and rough set approximation operators
Information Sciences—Informatics and Computer Science: An International Journal
Neighborhood systems and relational databases
CSC '88 Proceedings of the 1988 ACM sixteenth annual conference on Computer science
Nearest neighbor classifier: simultaneous editing and feature selection
Pattern Recognition Letters - Special issue on pattern recognition in practice VI
Reduction Techniques for Instance-BasedLearning Algorithms
Machine Learning
Efficient Search for Approximate Nearest Neighbor in High Dimensional Spaces
SIAM Journal on Computing
Rough set methods in feature selection and recognition
Pattern Recognition Letters - Special issue: Rough sets, pattern recognition and data mining
Dynamic vp-tree indexing for n-nearest neighbor search given pair-wise distances
The VLDB Journal — The International Journal on Very Large Data Bases
2003 Index, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 25
IEEE Transactions on Pattern Analysis and Machine Intelligence
Selective Sampling for Nearest Neighbor Classifiers
Machine Learning
Fast k-Nearest Neighbor Classification Using Cluster-Based Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence
Semantics-Preserving Dimensionality Reduction: Rough and Fuzzy-Rough-Based Approaches
IEEE Transactions on Knowledge and Data Engineering
Combined SVM-Based Feature Selection and Classification
Machine Learning
Nearest Neighbors by Neighborhood Counting
IEEE Transactions on Pattern Analysis and Machine Intelligence
Information-preserving hybrid data reduction based on fuzzy-rough techniques
Pattern Recognition Letters
Improving nearest neighbor classification with cam weighted distance
Pattern Recognition
A Branch and Bound Algorithm for Computing k-Nearest Neighbors
IEEE Transactions on Computers
Improved heterogeneous distance functions
Journal of Artificial Intelligence Research
On optimum choice of k in nearest neighbor classification
Computational Statistics & Data Analysis
Neighbor-weighted K-nearest neighbor for unbalanced text corpus
Expert Systems with Applications: An International Journal
Genetic programming for simultaneous feature selection and classifier design
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Nearest neighbor pattern classification
IEEE Transactions on Information Theory
The condensed nearest neighbor rule (Corresp.)
IEEE Transactions on Information Theory
The optimal distance measure for nearest neighbor classification
IEEE Transactions on Information Theory
A systematic study on attribute reduction with rough sets based on general binary relations
Information Sciences: an International Journal
On generalized intuitionistic fuzzy rough approximation operators
Information Sciences: an International Journal
Generalized fuzzy rough approximation operators based on fuzzy coverings
International Journal of Approximate Reasoning
Communicating between information systems
Information Sciences: an International Journal
Neighborhood rough set based heterogeneous feature subset selection
Information Sciences: an International Journal
Neighborhood Rough Set Model Based Gene Selection for Multi-subtype Tumor Classification
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Image Fusion Algorithm Using RBF Neural Networks
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
An initialization method for the K-Means algorithm using neighborhood model
Computers & Mathematics with Applications
Attribute reduction and optimal decision rules acquisition for continuous valued information systems
Information Sciences: an International Journal
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Exploring high-performers' required competencies
Expert Systems with Applications: An International Journal
A multidimensional hybrid intelligent method for gear fault diagnosis
Expert Systems with Applications: An International Journal
Feature Selection via Maximizing Neighborhood Soft Margin
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Selecting discrete and continuous features based on neighborhood decision error minimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Computers in Biology and Medicine
Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
International Journal of Approximate Reasoning
Reduction about approximation spaces of covering generalized rough sets
International Journal of Approximate Reasoning
Fuzzy preference based rough sets
Information Sciences: an International Journal
A method of tumor classification based on wavelet packet transforms and neighborhood rough set
Computers in Biology and Medicine
Stability analysis on rough set based feature evaluation
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Order-based decision rules acquisition in continuous-valued decision information systems
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
Feature Selection via Maximizing Fuzzy Dependency
Fundamenta Informaticae
Information Sciences: an International Journal
International Journal of Knowledge Engineering and Data Mining
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Knowledge reduction based on granular computing from decision information systems
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Neighborhood rough set and SVM based hybrid credit scoring classifier
Expert Systems with Applications: An International Journal
On lower and upper intension order relations by different cover concepts
Information Sciences: an International Journal
Diverse reduct subspaces based co-training for partially labeled data
International Journal of Approximate Reasoning
Expert Systems with Applications: An International Journal
A nonparametric classification method based on K-associated graphs
Information Sciences: an International Journal
Rule learning for classification based on neighborhood covering reduction
Information Sciences: an International Journal
Neighborhood rough sets based matrix approach for calculation of the approximations
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
A parallel method for computing rough set approximations
Information Sciences: an International Journal
Neighborhood rough sets for dynamic data mining
International Journal of Intelligent Systems
NMGRS: Neighborhood-based multigranulation rough sets
International Journal of Approximate Reasoning
Related family: A new method for attribute reduction of covering information systems
Information Sciences: an International Journal
Classification of Thyroid Carcinoma in FNAB Cytological Microscopic Images
International Journal of Healthcare Information Systems and Informatics
Rule extraction from support vector machines based on consistent region covering reduction
Knowledge-Based Systems
A novel variable precision (θ,σ)-fuzzy rough set model based on fuzzy granules
Fuzzy Sets and Systems
Multi-label classification by exploiting label correlations
Expert Systems with Applications: An International Journal
Hi-index | 12.06 |
K nearest neighbor classifier (K-NN) is widely discussed and applied in pattern recognition and machine learning, however, as a similar lazy classifier using local information for recognizing a new test, neighborhood classifier, few literatures are reported on. In this paper, we introduce neighborhood rough set model as a uniform framework to understand and implement neighborhood classifiers. This algorithm integrates attribute reduction technique with classification learning. We study the influence of the three norms on attribute reduction and classification, and compare neighborhood classifier with KNN, CART and SVM. The experimental results show that neighborhood-based feature selection algorithm is able to delete most of the redundant and irrelevant features. The classification accuracies based on neighborhood classifier is superior to K-NN, CART in original feature spaces and reduced feature subspaces, and a little weaker than SVM.