Prior knowledge in support vector kernels

Statistical Image Object Recognition using Mixture Densities

Journal of Mathematical Imaging and Vision

A Tutorial on Support Vector Machines for Pattern Recognition

Data Mining and Knowledge Discovery

Hierarchical Feature Extraction for Image Recognition

Journal of VLSI Signal Processing Systems

Training Invariant Support Vector Machines

Machine Learning

Hybrid wavelet-support vector classification of waveforms

Journal of Computational and Applied Mathematics

Learning of Variability for Invariant Statistical Pattern Recognition

EMCL '01 Proceedings of the 12th European Conference on Machine Learning

Combination of Tangent Vectors and Local Representations for Handwritten Digit Recognition

Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition

Frame Kernels for Learning

ICANN '02 Proceedings of the International Conference on Artificial Neural Networks

Combined Classification of Handwritten Digits Using the 'Virtual Test Sample Method'

MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems

Diagnosis of Iron-Deficiency Anemia in Hemodialyzed Patients through Support Vector Machines Technique

AIME '01 Proceedings of the 8th Conference on AI in Medicine in Europe: Artificial Intelligence Medicine

Maximum Entropy and Gaussian Models for Image Object Recognition

Proceedings of the 24th DAGM Symposium on Pattern Recognition

Gauge groups and data classification

Applied Mathematics and Computation

Adaptation in Statistical Pattern Recognition Using Tangent Vectors

IEEE Transactions on Pattern Analysis and Machine Intelligence

A tutorial on support vector regression

Statistics and Computing

Incorporating prior knowledge with weighted margin support vector machines

Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining

Probabilistic tangent subspace: a unified view

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

Knowledge-Based Kernel Approximation

The Journal of Machine Learning Research

Kernel rewards regression: an information efficient batch policy iteration approach

AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications

Frames, Reproducing Kernels, Regularization and Learning

The Journal of Machine Learning Research

Invariant kernel functions for pattern analysis and machine learning

Machine Learning

Integration of prior knowledge of measurement noise in kernel density classification

Pattern Recognition

Incorporating prior knowledge in support vector machines for classification: A review

Neurocomputing

Linear-Time Computation of Similarity Measures for Sequential Data

The Journal of Machine Learning Research

Using domain-specific knowledge in generalization error bounds for support vector machine learning

Decision Support Systems

Decomposition techniques for training linear programming support vector machines

Neurocomputing

Matrix representations, linear transformations, and kernels for disambiguation in natural language

Machine Learning

Local Subspace Classifier with Transform-Invariance for Image Classification

IEICE - Transactions on Information and Systems

A generalized-constraint neural network model: Associating partially known relationships for nonlinear regressions

Information Sciences: an International Journal

A simple and effective method for incorporating advice into kernel methods

AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1

Human motion recognition using support vector machines

Computer Vision and Image Understanding

Generative prior knowledge for discriminative classification

Journal of Artificial Intelligence Research

Proximal support vector machine using local information

Neurocomputing

Reliable learning: a theoretical framework

KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III

Design of specific-to-problem kernels and use of kernel weighted K-nearest neighbours for time series modelling

Neurocomputing

VQSVM: A case study for incorporating prior domain knowledge into inductive machine learning

Neurocomputing

A modified support vector machine and its application to image segmentation

Image and Vision Computing

A support vector regression based prediction model of affective responses for product form design

Computers and Industrial Engineering

Online knowledge-based support vector machines

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II

A generalization of Haussler's convolution kernel: mapping kernel and its application to tree kernels

Journal of Computer Science and Technology

A novel virtual sample generation method based on Gaussian distribution

Knowledge-Based Systems

Operators for transforming kernels into quasi-local kernels that improve SVM accuracy

Journal of Intelligent Information Systems

Recognition of Arabic (Indian) bank check digits using log-gabor filters

Applied Intelligence

Invariance in kernel methods by haar-integration kernels

SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis

The tangent kernel approach to illumination-robust texture classification

SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis

Letters: Handwritten digit recognition using biologically inspired features

Neurocomputing

Deriving kernels from generalized Dirichlet mixture models and applications

Information Processing and Management: an International Journal

Self-advising support vector machine

Knowledge-Based Systems