The multi-class metric problem in nearest neighbour discrimination rules
Pattern Recognition
C4.5: programs for machine learning
C4.5: programs for machine learning
Neural Computation
Similarity metric learning for a variable-kernel classifier
Neural Computation
Machine Learning
Discriminant Adaptive Nearest Neighbor Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Artificial Intelligence Review - Special issue on lazy learning
Adaptive Quasiconformal Kernel Nearest Neighbor Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Document clustering via adaptive subspace iteration
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Locally linear metric adaptation for semi-supervised clustering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
A general model for clustering binary data
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Boosting the distance estimation
Pattern Recognition Letters
Learning Weighted Metrics to Minimize Nearest-Neighbor Classification Error
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improving nearest neighbor classification with cam weighted distance
Pattern Recognition
Prototype selection for dissimilarity-based classifiers
Pattern Recognition
Improving nearest neighbor rule with a simple adaptive distance measure
Pattern Recognition Letters
Pattern Recognition Letters
ACM Transactions on Database Systems (TODS)
Credible Case-Based Inference Using Similarity Profiles
IEEE Transactions on Knowledge and Data Engineering
Neighbor search with global geometry: a minimax message passing algorithm
Proceedings of the 24th international conference on Machine learning
Metric learning by discriminant neighborhood embedding
Pattern Recognition
An efficient weighted nearest neighbour classifier using vertical data representation
International Journal of Business Intelligence and Data Mining
Locally linear reconstruction for instance-based learning
Pattern Recognition
IKNN: Informative K-Nearest Neighbor Pattern Classification
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Weighted locally linear embedding for dimension reduction
Pattern Recognition
Cluster-based nearest-neighbour classifier and its application on the lightning classification
Journal of Computer Science and Technology
Boosting k-nearest neighbor classifier by means of input space projection
Expert Systems with Applications: An International Journal
A method of learning weighted similarity function to improve the performance of nearest neighbor
Information Sciences: an International Journal
Imbalanced Training Set Reduction and Feature Selection Through Genetic Optimization
Proceedings of the 2005 conference on Artificial Intelligence Research and Development
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
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
Coupled Metric Learning for Face Recognition with Degraded Images
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Kernel Difference-Weighted k-Nearest Neighbors Classification
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Hierarchical Multi-view Fisher Discriminant Analysis
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Application of combined support vector machines in process fault diagnosis
ACC'09 Proceedings of the 2009 conference on American Control Conference
A new fuzzy rule-based initialization method for K-nearest neighbor classifier
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Kernel-based metric learning for semi-supervised clustering
Neurocomputing
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
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
SubClass: classification of multidimensional noisy data using subspace clusters
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
A novel algorithm based on conditional entropy established by clustering for feature selection
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Creating diverse nearest-neighbour ensembles using simultaneous metaheuristic feature selection
Pattern Recognition Letters
Semi-supervised learning based on nearest neighbor rule and cut edges
Knowledge-Based Systems
Sparse ensembles using weighted combination methods based on linear programming
Pattern Recognition
Local class boundaries for support vector machine
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part II
Learning low-rank kernel matrices for constrained clustering
Neurocomputing
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Improving nearest neighbor rule with a simple adaptive distance measure
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Adaptive nearest neighbor classifier based on supervised ellipsoid clustering
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Identification of highly similar 3d objects using model saliency
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
An adaptive nearest neighbor classification algorithm for data streams
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
An affinity-based new local distance function and similarity measure for kNN algorithm
Pattern Recognition Letters
A statistical confidence-based adaptive nearest neighbor algorithm for pattern classification
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Cluster-based adaptive metric classification
Neurocomputing
Nearest neighbor classification using cam weighted distance
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Noisy data elimination using mutual k-nearest neighbor for classification mining
Journal of Systems and Software
Phishing detection with popular search engines: simple and effective
FPS'11 Proceedings of the 4th Canada-France MITACS conference on Foundations and Practice of Security
Feature weighting by RELIEF based on local hyperplane approximation
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Perceptual relativity-based local hyperplane classification
Neurocomputing
Measuring image distances via embedding in a semantic manifold
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
A Semi-Supervised Metric Learning for Content-Based Image Retrieval
International Journal of Computer Vision and Image Processing
Adaptive distance metrics for nearest neighbour classification based on genetic programming
EuroGP'13 Proceedings of the 16th European conference on Genetic Programming
Local discriminative distance metrics ensemble learning
Pattern Recognition
Random subspace evidence classifier
Neurocomputing
Linear reconstruction measure steered nearest neighbor classification framework
Pattern Recognition
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Nearest-neighbor classification assumes locally constant class conditional probabilities. This assumption becomes invalid in high dimensions with finite samples due to the curse of dimensionality. Severe bias can be introduced under these conditions when using the nearest-neighbor rule. We propose a locally adaptive nearest-neighbor classification method to try to minimize bias. We use a Chi-squared distance analysis to compute a flexible metric for producing neighborhoods that are highly adaptive to query locations. Neighborhoods are elongated along less relevant feature dimensions and constricted along most influential ones. As a result, the class conditional probabilities are smoother in the modified neighborhoods, whereby better classification performance can be achieved. The efficacy of our method is validated and compared against other techniques using both simulated and real-world data.