Discriminant Adaptive Nearest Neighbor Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning More Accurate Metrics for Self-Organizing Maps
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Adaptive Kernel Metric Nearest Neighbor Classification
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 3 - Volume 3
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Negative pseudo-relevance feedback in content-based video retrieval
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Learning from User Behavior in Image Retrieval: Application of Market Basket Analysis
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
Learning the Kernel Matrix with Semidefinite Programming
The Journal of Machine Learning Research
Integrating constraints and metric learning in semi-supervised clustering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Online and batch learning of pseudo-metrics
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Boosting margin based distance functions for clustering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
ACM SIGGRAPH 2004 Papers
Manifold-ranking based image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Learning an image manifold for retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Learning a Similarity Metric Discriminatively, with Application to Face Verification
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Formulating context-dependent similarity functions
Proceedings of the 13th annual ACM international conference on Multimedia
Semi-Supervised Clustering with Metric Learning Using Relative Comparisons
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Learning semantics-preserving distance metrics for clustering graphical data
MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
Learning sparse metrics via linear programming
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning Distance Metrics with Contextual Constraints for Image Retrieval
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Learning Spectral Clustering, With Application To Speech Separation
The Journal of Machine Learning Research
Information-theoretic metric learning
Proceedings of the 24th international conference on Machine learning
A transductive framework of distance metric learning by spectral dimensionality reduction
Proceedings of the 24th international conference on Machine learning
On the value of pairwise constraints in classification and consistency
Proceedings of the 24th international conference on Machine learning
Nonlinear adaptive distance metric learning for clustering
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
An efficient algorithm for local distance metric learning
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Choosing a distance metric for automatic word categorization
NeMLaP3/CoNLL '98 Proceedings of the Joint Conferences on New Methods in Language Processing and Computational Natural Language Learning
Parametric distance metric learning with label information
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
A discriminative learning framework with pairwise constraints for video object classification
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Trace quotient problems revisited
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Learning a semantic space from user's relevance feedback for image retrieval
IEEE Transactions on Circuits and Systems for Video Technology
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Pattern Recognition Letters
Semi-supervised metric learning using pairwise constraints
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Semi-supervised clustering using similarity neural networks
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Boosting with pairwise constraints
Neurocomputing
Kernel-based metric learning for semi-supervised clustering
Neurocomputing
On minimum class locality preserving variance support vector machine
Pattern Recognition
Integrating global and local structures in semi-supervised discriminant analysis
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Distance metric learning for content identification
IEEE Transactions on Information Forensics and Security
Learning a nonlinear distance metric for supervised region-merging image segmentation
Computer Vision and Image Understanding
Some averaging functions in image reduction
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Distance metric learning guided adaptive subspace semi-supervised clustering
Frontiers of Computer Science in China
DCT-based unique faces for face recognition using Mahalanobis distance
Proceedings of the First International Conference on Intelligent Interactive Technologies and Multimedia
Learning low-rank kernel matrices for constrained clustering
Neurocomputing
Effective diagnosis of Alzheimer's disease by means of distance metric learning and random forest
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II
Distance metric learning as feature reduction technique for the Alzheimer's disease diagnosis
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II
Effective diagnosis of alzheimer's disease by means of distance metric learning
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
Expert Systems with Applications: An International Journal
The Trace Ratio Optimization Problem for Dimensionality Reduction
SIAM Journal on Matrix Analysis and Applications
Learning from pairwise constraints by Similarity Neural Networks
Neural Networks
Fast neighborhood component analysis
Neurocomputing
A hybrid device for the solution of sampling bias problems in the forecasting of firms' bankruptcy
Expert Systems with Applications: An International Journal
On-line multi-stage sorting algorithm for agriculture products
Pattern Recognition
Twin Mahalanobis distance-based support vector machines for pattern recognition
Information Sciences: an International Journal
Robust principal component analysis with non-greedy l1-norm maximization
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Semi-supervised fuzzy clustering with metric learning and entropy regularization
Knowledge-Based Systems
A Semi-Supervised Metric Learning for Content-Based Image Retrieval
International Journal of Computer Vision and Image Processing
An elastic net clustering algorithm for non-linearly separable data
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
Classification of opinion questions
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Local discriminative distance metrics ensemble learning
Pattern Recognition
Probabilistic non-linear distance metric learning for constrained clustering
Proceedings of the 4th MultiClust Workshop on Multiple Clusterings, Multi-view Data, and Multi-source Knowledge-driven Clustering
Active selection of clustering constraints: a sequential approach
Pattern Recognition
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Distance metric is a key issue in many machine learning algorithms. This paper considers a general problem of learning from pairwise constraints in the form of must-links and cannot-links. As one kind of side information, a must-link indicates the pair of the two data points must be in a same class, while a cannot-link indicates that the two data points must be in two different classes. Given must-link and cannot-link information, our goal is to learn a Mahalanobis distance metric. Under this metric, we hope the distances of point pairs in must-links are as small as possible and those of point pairs in cannot-links are as large as possible. This task is formulated as a constrained optimization problem, in which the global optimum can be obtained effectively and efficiently. Finally, some applications in data clustering, interactive natural image segmentation and face pose estimation are given in this paper. Experimental results illustrate the effectiveness of our algorithm.