The connection between regularization operators and support vector kernels

Soft Margins for AdaBoost

Machine Learning

Support vector machines: hype or hallelujah?

ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”

Data mining with sparse grids

Computing

A Tutorial on Support Vector Machines for Pattern Recognition

Data Mining and Knowledge Discovery

Bayesian Methods for Support Vector Machines: Evidence and Predictive Class Probabilities

Machine Learning

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

The Equivalence of Support Vector Machine and Regularization Neural Networks

Neural Processing Letters

Bayesian framework for least-squares support vector machine classifiers, Gaussian processes, and kernel fisher discriminant analysis

Neural Computation

Entropy Numbers, Operators and Support Vector Kernels

EuroCOLT '99 Proceedings of the 4th European Conference on Computational Learning Theory

Regularized Principal Manifolds

EuroCOLT '99 Proceedings of the 4th European Conference on Computational Learning Theory

Applications of Support Vector Machines for Pattern Recognition: A Survey

SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines

On different facets of regularization theory

Neural Computation

Constructing Descriptive and Discriminative Nonlinear Features: Rayleigh Coefficients in Kernel Feature Spaces

IEEE Transactions on Pattern Analysis and Machine Intelligence

A short introduction to learning with kernels

Advanced lectures on machine learning

Regularized principal manifolds

The Journal of Machine Learning Research

Sparse bayesian learning and the relevance vector machine

The Journal of Machine Learning Research

Kernel partial least squares regression in reproducing kernel hilbert space

The Journal of Machine Learning Research

The subspace information criterion for infinite dimensional hypothesis spaces

The Journal of Machine Learning Research

Benchmarking Least Squares Support Vector Machine Classifiers

Machine Learning

Support Vector Data Description

Machine Learning

Trading variance reduction with unbiasedness: the regularized subspace information criterion for robust model selection in kernel regression

Neural Computation

Predicting haptic data with support vector regression for telepresence applications

Design and application of hybrid intelligent systems

A tutorial on support vector regression

Statistics and Computing

Application of the kernel method to the inverse geosounding problem

Neural Networks - 2003 Special issue: Neural network analysis of complex scientific data: Astronomy and geosciences

On a Class of Support Vector Kernels Based on Frames in Function Hilbert Spaces

Neural Computation

Estimating the Support of a High-Dimensional Distribution

Neural Computation

A Bayesian Committee Machine

Neural Computation

New Support Vector Algorithms

Neural Computation

Simpler knowledge-based support vector machines

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

Frames, Reproducing Kernels, Regularization and Learning

The Journal of Machine Learning Research

Pattern recognition with SVM and dual-tree complex wavelets

Image and Vision Computing

Efficient and interpretable fuzzy classifiers from data with support vector learning

Intelligent Data Analysis

Incorporating prior knowledge in support vector regression

Machine Learning

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

Neurocomputing

Causal reasoning by evaluating the complexity of conditional densities with kernel methods

Neurocomputing

Wavelet support vector machine for induction machine fault diagnosis based on transient current signal

Expert Systems with Applications: An International Journal

Fuzzy one-class support vector machines

Fuzzy Sets and Systems

Kernels, regularization and differential equations

Pattern Recognition

Letters: A new approach to TS fuzzy modeling using dual kernel-based learning machines

Neurocomputing

A speed and mechanical torque observer based on WLSVR

ACACOS'08 Proceedings of the 7th WSEAS International Conference on Applied Computer and Applied Computational Science

Image Denoising Based on Wavelet Support Vector Machine

Computational Intelligence and Security

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

Rotating Fault Diagnosis Based on Wavelet Kernel Principal Component

ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks

On Relevant Dimensions in Kernel Feature Spaces

The Journal of Machine Learning Research

Signal theory for SVM kernel design with applications to parameter estimation and sequence kernels

Neurocomputing

Augmenting learning function to Bayesian network inferences with maximum likelihood parameters

Expert Systems with Applications: An International Journal

A Class of Novel Kernel Functions

IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning

A signal theory approach to support vector classification: The sinc kernel

Neural Networks

Trade-off between accuracy and interpretability: Experience-oriented fuzzy modeling via reduced-set vectors

Computers & Mathematics with Applications

Auto-correlation wavelet support vector machine

Image and Vision Computing

Another look at statistical learning theory and regularization

Neural Networks

Power load forecasts based on hybrid PSO with Gaussian and adaptive mutation and Wv-SVM

Expert Systems with Applications: An International Journal

New support vector algorithms with parametric insensitive/margin model

Neural Networks

Product demand forecasts using wavelet kernel support vector machine and particle swarm optimization in manufacture system

Journal of Computational and Applied Mathematics

Steganalysis of LSB based image steganography using spatial and frequency domain features

ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo

A new fuzzy identification approach using support vector regression and immune clone selection algorithm

CCDC'09 Proceedings of the 21st annual international conference on Chinese Control and Decision Conference

Support vector machine for functional data classification

Neurocomputing

Car assembly line fault diagnosis based on robust wavelet SVC and PSO

Expert Systems with Applications: An International Journal

Robustness and Regularization of Support Vector Machines

The Journal of Machine Learning Research

On a new class of framelet kernels for support vector regression and regularization networks

PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining

Bounds for multistage stochastic programs using supervised learning strategies

SAGA'09 Proceedings of the 5th international conference on Stochastic algorithms: foundations and applications

Learning-based robot vision: principles and applications

Learning-based robot vision: principles and applications

Approximation of high-dimensional kernel matrices by multilevel circulant matrices

Journal of Complexity

A systematic comparison of metamodeling techniques for simulation optimization in Decision Support Systems

Applied Soft Computing

Hybrid model based on wavelet support vector machine and modified genetic algorithm penalizing Gaussian noises for power load forecasts

Expert Systems with Applications: An International Journal

Framelet kernels with applications to support vector regression and regularization networks

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis

Complex system fault diagnosis based on a fuzzy robust wavelet support vector classifier and an adaptive Gaussian particle swarm optimization

Information Sciences: an International Journal

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

Computer Networks: The International Journal of Computer and Telecommunications Networking

Learning with convex constraints

ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III

Bayesian hybrid generative discriminative learning based on finite Liouville mixture models

Pattern Recognition

Least squares wavelet support vector machines for nonlinear system identification

ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II

State feedback control based on twin support vector regression compensating for a class of nonlinear systems

ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II

Metamodeling development for reliability-based design optimization of automotive body structure

Computers in Industry

Kernel Analysis of Deep Networks

The Journal of Machine Learning Research

Identification and control of dynamic systems based on least squares wavelet vector machines

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

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

Least squares littlewood-paley wavelet support vector machine

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

Estimating size fraction categories of coal particles on conveyor belts using image texture modeling methods

Expert Systems with Applications: An International Journal

Hybrid wavelet υ-support vector machine and chaotic particle swarm optimization for regression estimation

Expert Systems with Applications: An International Journal

Consistency and error analysis of Prior-Knowledge-Based Kernel Regression

Neurocomputing

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

Neurocomputing

A regularization for the projection twin support vector machine

Knowledge-Based Systems

Multi-resolutive sparse approximations of d-dimensional data

Computer Vision and Image Understanding

Learning with boundary conditions

Neural Computation

Radial basis function regularization for linear inverse problems with random noise

Journal of Multivariate Analysis

Graph matching and clustering using kernel attributes

Neurocomputing

Model selection in kernel ridge regression

Computational Statistics & Data Analysis

Review and performance comparison of SVM- and ELM-based classifiers

Neurocomputing

Smooth support vector learning for fuzzy rule-based classification systems

Intelligent Data Analysis

TS-fuzzy modeling based on ε-insensitive smooth support vector regression

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology