Learning distance function by coding similarity
Proceedings of the 24th international conference on Machine learning
Learning nonparametric kernel matrices from pairwise constraints
Proceedings of the 24th international conference on Machine learning
Discriminant analysis in correlation similarity measure space
Proceedings of the 24th international conference on Machine learning
Efficient incremental constrained clustering
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Improving fuzzy clustering of biological data by metric learning with side information
International Journal of Approximate Reasoning
Using Biologically Inspired Features for Face Processing
International Journal of Computer Vision
Pairwise Rayleigh quotient classifier with application to the analysis of breast tumors
SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Semi-supervised dimensionality reduction in image feature space
Proceedings of the 2008 ACM symposium on Applied computing
Leveraging user query log: toward improving image data clustering
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Face recognition using classification-based linear projections
EURASIP Journal on Advances in Signal Processing
Learning Similarity with Operator-valued Large-margin Classifiers
The Journal of Machine Learning Research
Constrained Clustering Via Concavity Cuts
CPAIOR '07 Proceedings of the 4th international conference on Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems
A Neural Network Approach to Similarity Learning
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
Learning Similarity Measures from Pairwise Constraints with Neural Networks
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
Local Metric Learning on Manifolds with Application to Query---Based Operations
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Hierarchical Classifiers for Complex Spatio-temporal Concepts
Transactions on Rough Sets IX
A global optimization method for semi-supervised clustering
Data Mining and Knowledge Discovery
Emerging Trends in Visual Computing
Accuracy of distance metric learning algorithms
Proceedings of the 2nd Workshop on Data Mining using Matrices and Tensors
Efficient human computation: the distributed labeling problem
Proceedings of the ACM SIGKDD Workshop on Human Computation
Constraint projections for ensemble learning
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
A scalable kernel-based algorithm for semi-supervised metric learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Distance metric learning from uncertain side information with application to automated photo tagging
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Face recognition under occlusions and variant expressions with partial similarity
IEEE Transactions on Information Forensics and Security
Learning assignment order of instances for the constrained K-means clustering algorithm
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Knowledge driven dimension reduction for clustering
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Semi-supervised metric learning using pairwise constraints
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Robust distance metric learning with auxiliary knowledge
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
Semi-supervised clustering with metric learning: An adaptive kernel method
Pattern Recognition
Pairwise Rayleigh quotient classifier with application to the analysis of breast tumors
SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications
Towards optimal indexing for relevance feedback in large image databases
IEEE Transactions on Image Processing
A new discriminant principal component analysis method with partial supervision
Neural Processing Letters
Bagging Constraint Score for feature selection with pairwise constraints
Pattern Recognition
Kernel-based metric learning for semi-supervised clustering
Neurocomputing
The minimum volume ellipsoid metric
Proceedings of the 29th DAGM conference on Pattern recognition
A unified framework of subspace and distance metric learning for face recognition
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Value, cost, and sharing: open issues in constrained clustering
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
Gender recognition from gait using radon transform and relevant component analysis
ICIC'09 Proceedings of the 5th international conference on Emerging intelligent computing technology and applications
Towards more effective distance functions for word image matching
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
Semi-supervised distance metric learning for collaborative image retrieval and clustering
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Semi-supervised feature selection for graph classification
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Semi-supervised sparse metric learning using alternating linearization optimization
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Locality sensitive C-means clustering algorithms
Neurocomputing
Interactive retrieval of targets for wide area surveillance
Proceedings of the international conference on Multimedia
Multiple instance metric learning from automatically labeled bags of faces
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Learning a combination of heterogeneous dissimilarities from incomplete knowledge
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Semi-supervised clustering using heterogeneous dissimilarities
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Semi-supervised projection clustering with transferred centroid regularization
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Distance metric learning from uncertain side information for automated photo tagging
ACM Transactions on Intelligent Systems and Technology (TIST)
Distance metric learning for content identification
IEEE Transactions on Information Forensics and Security
Mining social images with distance metric learning for automated image tagging
Proceedings of the fourth ACM international conference on Web search and data mining
Incremental Linear Discriminant Analysis Using Sufficient Spanning Sets and Its Applications
International Journal of Computer Vision
Nearest hit-misses component analysis for supervised metric learning
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Randomly projected KD-trees with distance metric learning for image retrieval
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Learning low-rank kernel matrices for constrained clustering
Neurocomputing
Fusing heterogeneous data sources considering a set of equivalence constraints
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part I
Constraint selection for semi-supervised topological clustering
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Constrained laplacian score for semi-supervised feature selection
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Novel metrics for face recognition using local binary patterns
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
Robust large scale prone-supine polyp matching using local features: a metric learning approach
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
Measuring constraint-set utility for partitional clustering algorithms
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
A novel two-level nearest neighbor classification algorithm using an adaptive distance metric
Knowledge-Based Systems
Improving constrained clustering with active query selection
Pattern Recognition
Intelligent photo clustering with user interaction and distance metric learning
Pattern Recognition Letters
Learning from pairwise constraints by Similarity Neural Networks
Neural Networks
Face Recognition from Caption-Based Supervision
International Journal of Computer Vision
Cluster-based adaptive metric classification
Neurocomputing
Fast neighborhood component analysis
Neurocomputing
A variant of the trace quotient formulation for dimensionality reduction
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Spatio-temporal embedding for statistical face recognition from video
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Metric Learning for Estimating Psychological Similarities
ACM Transactions on Intelligent Systems and Technology (TIST)
Bag of spatio-temporal synonym sets for human action recognition
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Semi-supervised fuzzy c-means clustering of biological data
WILF'05 Proceedings of the 6th international conference on Fuzzy Logic and Applications
Dimensionality reduction by Mixed Kernel Canonical Correlation Analysis
Pattern Recognition
Generalization bounds for subspace selection and hyperbolic PCA
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
Distance metric learning with eigenvalue optimization
The Journal of Machine Learning Research
Online learning in the embedded manifold of low-rank matrices
The Journal of Machine Learning Research
Metric and kernel learning using a linear transformation
The Journal of Machine Learning Research
A latent variable ranking model for content-based retrieval
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
A boosting approach for supervised Mahalanobis distance metric learning
Pattern Recognition
Two approaches to understanding when constraints help clustering
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Generating balanced classifier-independent training samples from unlabeled data
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Positive semidefinite metric learning using boosting-like algorithms
The Journal of Machine Learning Research
Journal of Medical Systems
Linear semi-supervised projection clustering by transferred centroid regularization
Journal of Intelligent Information Systems
Correlated attribute transfer with multi-task graph-guided fusion
Proceedings of the 20th ACM international conference on Multimedia
Low rank metric learning for social image retrieval
Proceedings of the 20th ACM international conference on Multimedia
Optimal semi-supervised metric learning for image retrieval
Proceedings of the 20th ACM international conference on Multimedia
A robust and efficient doubly regularized metric learning approach
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Distance metric learning revisited
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Online multi-modal distance learning for scalable multimedia retrieval
Proceedings of the sixth ACM international conference on Web search and data mining
A Semi-Supervised Metric Learning for Content-Based Image Retrieval
International Journal of Computer Vision and Image Processing
Learning image-to-class distance metric for image classification
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on agent communication, trust in multiagent systems, intelligent tutoring and coaching systems
Prediction of protein secondary structure using large margin nearest neighbour classification
International Journal of Bioinformatics Research and Applications
Local distance comparison for multiple-shot people re-identification
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012
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
Absolute and relative clustering
Proceedings of the 4th MultiClust Workshop on Multiple Clusterings, Multi-view Data, and Multi-source Knowledge-driven Clustering
Local-to-global semi-supervised feature selection
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Mining entity attribute synonyms via compact clustering
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Unsupervised identification of synonymous query intent templates for attribute intents
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Active selection of clustering constraints: a sequential approach
Pattern Recognition
Guaranteed classification via regularized similarity learning
Neural Computation
Machine Learning
A study of K-Means-based algorithms for constrained clustering
Intelligent Data Analysis
Hi-index | 0.00 |
Many learning algorithms use a metric defined over the input space as a principal tool, and their performance critically depends on the quality of this metric. We address the problem of learning metrics using side-information in the form of equivalence constraints. Unlike labels, we demonstrate that this type of side-information can sometimes be automatically obtained without the need of human intervention. We show how such side-information can be used to modify the representation of the data, leading to improved clustering and classification.Specifically, we present the Relevant Component Analysis (RCA) algorithm, which is a simple and efficient algorithm for learning a Mahalanobis metric. We show that RCA is the solution of an interesting optimization problem, founded on an information theoretic basis. If dimensionality reduction is allowed within RCA, we show that it is optimally accomplished by a version of Fisher's linear discriminant that uses constraints. Moreover, under certain Gaussian assumptions, RCA can be viewed as a Maximum Likelihood estimation of the within class covariance matrix. We conclude with extensive empirical evaluations of RCA, showing its advantage over alternative methods.