Geometry and invariance in kernel based methods

A Tutorial on Support Vector Machines for Pattern Recognition

Data Mining and Knowledge Discovery

Training Invariant Support Vector Machines

Machine Learning

Conformal Transformation of Kernel Functions: A Data-Dependent Way to Improve Support Vector Machine Classifiers

Neural Processing Letters

Hybrid wavelet-support vector classification of waveforms

Journal of Computational and Applied Mathematics

Deformation Analysis for Shape Based Classification

IPMI '01 Proceedings of the 17th International Conference on Information Processing in Medical Imaging

On different facets of regularization theory

Neural Computation

A generalized kernel approach to dissimilarity-based classification

The Journal of Machine Learning Research

Multi-camera spatio-temporal fusion and biased sequence-data learning for security surveillance

MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia

A tutorial on support vector regression

Statistics and Computing

Learning a kernel matrix for nonlinear dimensionality reduction

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

Probabilistic tangent subspace: a unified view

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

KBA: Kernel Boundary Alignment Considering Imbalanced Data Distribution

IEEE Transactions on Knowledge and Data Engineering

KDX: An Indexer for Support Vector Machines

IEEE Transactions on Knowledge and Data Engineering

Concept boundary detection for speeding up SVMs

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

Invariances in kernel methods: From samples to objects

Pattern Recognition Letters

Adaptive simplification of solution for support vector machine

Pattern Recognition

Wavelet time-frequency analysis and least squares support vector machines for the identification of voice disorders

Computers in Biology and Medicine

Invariant kernel functions for pattern analysis and machine learning

Machine Learning

SVDD-Based Pattern Denoising

Neural Computation

Online Least Squares Support Vector Machines Based on Wavelet and Its Applications

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III

Automatic target defect identification for TFT-LCD array process inspection using kernel FCM-based fuzzy SVDD ensemble

Expert Systems with Applications: An International Journal

Classifying materials in the real world

Image and Vision Computing

Reducing the run-time complexity of support vector data descriptions

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

A hybrid optimization strategy for simplifying the solutions of support vector machines

Pattern Recognition Letters

Analysis of the distance between two classes for tuning SVM hyperparameters

IEEE Transactions on Neural Networks

An approach for kernel selection based on data distribution

RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology

Based on the SVM university education's quality regression analysis

IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application

Learning-based robot vision: principles and applications

Learning-based robot vision: principles and applications

Fast support vector data descriptions for novelty detection

IEEE Transactions on Neural Networks

Metrics, connections, and correspondence: the setting for groupwise shape analysis

EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition

Asymmetric Kernel scaling for imbalanced data classification

WILF'11 Proceedings of the 9th international conference on Fuzzy logic and applications

Scaling the kernel function based on the separating boundary in input space: A data-dependent way for improving the performance of kernel methods

Information Sciences: an International Journal

Scaling the kernel function to improve performance of the support vector machine

ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I

A new scaling kernel-based fuzzy system with low computational complexity

CSR'06 Proceedings of the First international computer science conference on Theory and Applications

Wavelet kernel support vector machines forecasting techniques: Case study on water-level predictions during typhoons

Expert Systems with Applications: An International Journal

Least squares support vector machine on gaussian wavelet kernel function set

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I

Base vector selection for kernel matching pursuit

ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications

Invariance in kernel methods by haar-integration kernels

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

Least squares littlewood-paley wavelet support vector machine

MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence

2011 Special Issue: A kernel-based framework to tensorial data analysis

Neural Networks

Nonlinearities and adaptation of color vision from sequential principal curves analysis

Neural Computation

Multi-fault classification based on wavelet SVM with PSO algorithm to analyze vibration signals from rolling element bearings

Neurocomputing

Parsimonious Mahalanobis kernel for the classification of high dimensional data

Pattern Recognition

A Gestural Recognition Interface for Intelligent Wheelchair Users

International Journal of Sociotechnology and Knowledge Development

Adjusted F-measure and kernel scaling for imbalanced data learning

Information Sciences: an International Journal