Learning the Kernel Matrix with Semi-Definite Programming

The em algorithm for kernel matrix completion with auxiliary data

The Journal of Machine Learning Research

Bayesian inference for transductive learning of kernel matrix using the Tanner-Wong data augmentation algorithm

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Multi-task feature and kernel selection for SVMs

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Unsupervised Learning of Image Manifolds by Semidefinite Programming

International Journal of Computer Vision

Learning a kernel function for classification with small training samples

ICML '06 Proceedings of the 23rd international conference on Machine learning

Nonstationary kernel combination

ICML '06 Proceedings of the 23rd international conference on Machine learning

Feature-based approach to semi-supervised similarity learning

Pattern Recognition

Learning the kernel matrix by maximizing a KFD-based class separability criterion

Pattern Recognition

Combining visual dictionary, kernel-based similarity and learning strategy for image category retrieval

Computer Vision and Image Understanding

A scalable kernel-based semisupervised metric learning algorithm with out-of-sample generalization ability

Neural Computation

Evolutionary Optimization of Kernel Weights Improves Protein Complex Comembership Prediction

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)

Learning Deep Architectures for AI

Foundations and Trends® in Machine Learning

Efficient wavelet adaptation for hybrid wavelet-large margin classifiers

Pattern Recognition

Cost-conscious multiple kernel learning

Pattern Recognition Letters

Graph sharpening

Expert Systems with Applications: An International Journal

Regularizing multiple kernel learning using response surface methodology

Pattern Recognition

End-to-end quality of service seen by applications: A statistical learning approach

Computer Networks: The International Journal of Computer and Telecommunications Networking

A novel robust kernel for visual learning problems

Neurocomputing

Non-uniform multiple kernel learning with cluster-based gating functions

Neurocomputing

Multiple kernel learning improved by MMD

ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II

Multitask Sparsity via Maximum Entropy Discrimination

The Journal of Machine Learning Research

Incremental kernel learning for active image retrieval without global dictionaries

Pattern Recognition

Learning a Robust Relevance Model for Search Using Kernel Methods

The Journal of Machine Learning Research

Multiple Kernel Learning Algorithms

The Journal of Machine Learning Research

Graph based semi-supervised learning with sharper edges

ECML'06 Proceedings of the 17th European conference on Machine Learning

Learning riemannian metrics

UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence

Semidefinite clustering for image segmentation with a-priori knowledge

PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition

Non-sparse multiple kernel fisher discriminant analysis

The Journal of Machine Learning Research

Separable approximate optimization of support vector machines for distributed sensing

ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II

Learning bilinear model for matching queries and documents

The Journal of Machine Learning Research