Kernel principal component analysis

Support vector machines: hype or hallelujah?

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

Latent Semantic Kernels

Journal of Intelligent Information Systems

Handwritten Chinese Radical Recognition Using Nonlinear Active Shape Models

IEEE Transactions on Pattern Analysis and Machine Intelligence

Handwritten Chinese character recognition using nonlinear active shape models and the Viterbi algorithm

Pattern Recognition Letters

A Generalized Representer Theorem

COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory

Bayesian kernel methods

Advanced lectures on machine learning

Nonlinear Active Handwriting Models and Their Applications to Handwritten Chinese Radical Recognition

ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 1

A generalized kernel approach to dissimilarity-based classification

The Journal of Machine Learning Research

Offline handwritten Chinese character recognition by radical decomposition

ACM Transactions on Asian Language Information Processing (TALIP)

Application of Kernel-Based Feature Space Transformations and Learning Methods to Phoneme Classification

Applied Intelligence

Kernels and Distances for Structured Data

Machine Learning

Performance animation from low-dimensional control signals

ACM SIGGRAPH 2005 Papers

Multi-label informed latent semantic indexing

Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval

MnM: a Max/MSP mapping toolbox

NIME '05 Proceedings of the 2005 conference on New interfaces for musical expression

Shortest-Path Kernels on Graphs

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

Hierarchy-Regularized Latent Semantic Indexing

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

Facial Attractiveness: Beauty and the Machine

Neural Computation

Estimating the Support of a High-Dimensional Distribution

Neural Computation

Computational analysis of epileptic focus localization

BioMed'06 Proceedings of the 24th IASTED international conference on Biomedical engineering

Multi-Output Regularized Feature Projection

IEEE Transactions on Knowledge and Data Engineering

3DString: a feature string kernel for 3D object classification on voxelized data

CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management

Optimizing resources in model selection for support vector machine

Pattern Recognition

Statistical properties of kernel principal component analysis

Machine Learning

Boosted manifold principal angles for image set-based recognition

Pattern Recognition

Prediction in Marketing Using the Support Vector Machine

Marketing Science

Dimensionality reduction and generalization

Proceedings of the 24th international conference on Machine learning

Comparing SVM sequence kernels: a protein subcellular localization theme

WISB '06 Proceedings of the 2006 workshop on Intelligent systems for bioinformatics - Volume 73

Optimally regularised kernel Fisher discriminant classification

Neural Networks

Data spectroscopy: learning mixture models using eigenspaces of convolution operators

Proceedings of the 25th international conference on Machine learning

Efficient multiclass maximum margin clustering

Proceedings of the 25th international conference on Machine learning

An efficient kernel matrix evaluation measure

Pattern Recognition

Cuts3vm: a fast semi-supervised svm algorithm

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

The likelihood ratio decision criterion for nuisance attribute projection in GMM speaker verification

EURASIP Journal on Advances in Signal Processing

G-hash: towards fast kernel-based similarity search in large graph databases

Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology

Sparsity preserving projections with applications to face recognition

Pattern Recognition

Robust kernel principal component analysis

Neural Computation

Evaluation of radiological features for breast tumour classification in clinical screening with machine learning methods

Artificial Intelligence in Medicine

An efficient high-dimensional indexing method for content-based retrieval in large image databases

Image Communication

Proximal support vector machine using local information

Neurocomputing

Features and Metric from a Classifier Improve Visualizations with Dimension Reduction

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II

Accurate Probabilistic Error Bound for Eigenvalues of Kernel Matrix

ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning

Fault Condition Recognition Based on PSO and KPCA

ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II

Extracting nonlinear features for multispectral images by FCMC and KPCA

Digital Signal Processing

Analysis of the distance between two classes for tuning SVM hyperparameters

IEEE Transactions on Neural Networks

Linear time maximum margin clustering

IEEE Transactions on Neural Networks

Spectral measures for kernel matrices comparison

ICANN'07 Proceedings of the 17th international conference on Artificial neural networks

GPD: A Graph Pattern Diffusion Kernel for Accurate Graph Classification with Applications in Cheminformatics

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

A novel Gaussian kernel paramter choosing method

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

Visualization of solution sets from automated docking of molecular structures

Proceedings of the 7th International Conference on Computer Graphics, Virtual Reality, Visualisation and Interaction in Africa

Tropical cyclone event sequence similarity search via dimensionality reduction and metric learning

Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining

Comparison of speaker adaptation methods as feature extraction for SVM-based speaker recognition

IEEE Transactions on Audio, Speech, and Language Processing

Use of time-frequency transforms and kernel PCA to classify epileptic patients from control subjects

ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing

On the Number of State Variables in Options Pricing

Management Science

Commute-time convolution kernels for graph clustering

SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition

Dimensionality reduction by minimizing nearest-neighbor classification error

Pattern Recognition Letters

Multitask Sparsity via Maximum Entropy Discrimination

The Journal of Machine Learning Research

Learning parametric dynamic movement primitives from multiple demonstrations

Neural Networks

Linear dimensionality reduction in random motion planning

International Journal of Robotics Research

Combining multiple kernels by augmenting the kernel matrix

MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems

Non-sparse multiple kernel fisher discriminant analysis

The Journal of Machine Learning Research

Artificial neural networks applied to cancer detection in a breast screening programme

Mathematical and Computer Modelling: An International Journal

WSABIE: scaling up to large vocabulary image annotation

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three

Learning kernel subspace classifier

ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics

Feature extraction for cancer classification using kernel-based methods

LSMS'07 Proceedings of the 2007 international conference on Life System Modeling and Simulation

Joint image and word sense discrimination for image retrieval

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I

Translation Invariance in the Polynomial Kernel Space and Its Applications in kNN Classification

Neural Processing Letters

Visualizing the quality of dimensionality reduction

Neurocomputing

Avoiding the interpolation inaccuracy in nearest feature line classifier by spectral feature analysis

Pattern Recognition Letters

PCA-ELM: A Robust and Pruned Extreme Learning Machine Approach Based on Principal Component Analysis

Neural Processing Letters

Smooth Nonparametric Copula Estimation with Least Squares Support Vector Regression

Neural Processing Letters

Semi-supervised kernel minimum squared error based on manifold structure

ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I

User demographics prediction based on mobile data

Pervasive and Mobile Computing

Double linear regressions for single labeled image per person face recognition

Pattern Recognition

Learning semantic representations of objects and their parts

Machine Learning