Kernel Principal Component Analysis

Gene functional classification from heterogeneous data

RECOMB '01 Proceedings of the fifth annual international conference on Computational biology

Constructing Facial Identity Surfaces for Recognition

International Journal of Computer Vision

Similarity of Semantic Relations

Computational Linguistics

Kernel based symmetrical principal component analysis for face classification

Neurocomputing

Letters: A method for speeding up feature extraction based on KPCA

Neurocomputing

Large Scale Transductive SVMs

The Journal of Machine Learning Research

Efficient approximate leave-one-out cross-validation for kernel logistic regression

Machine Learning

Symmetry Based Two-Dimensional Principal Component Analysis for Face Recognition

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

Feature Extraction and Classification for Graphical Representations of Data

ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues

A feature analysis for dimension reduction based on a data generation model with class factors and environment factors

Computer Vision and Image Understanding

Kernel Grassmannian distances and discriminant analysis for face recognition from image sets

Pattern Recognition Letters

The latent relation mapping engine: algorithm and experiments

Journal of Artificial Intelligence Research

PCA-Based Representations of Graphs for Prediction in QSAR Studies

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

Normalized dimensionality reduction using nonnegative matrix factorization

Neurocomputing

From frequency to meaning: vector space models of semantics

Journal of Artificial Intelligence Research

Recognition of affect based on gait patterns

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

Learning to recognize objects from unseen modalities

ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I

Kernel sparse representation for image classification and face recognition

ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV

The complex Gaussian kernel LMS algorithm

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

Credit risk evaluation with kernel-based affine subspace nearest points learning method

Expert Systems with Applications: An International Journal

Reproducing Kernel Hilbert Spaces and fractal interpolation

Journal of Computational and Applied Mathematics

Probabilistic feature extraction from multivariate time series using spatio-temporal constraints

PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II

Speaker identification using ensembles of feature enhancement methods

ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology

A covariance-free iterative algorithm for distributed principal component analysis on vertically partitioned data

Pattern Recognition

Missing data in kernel PCA

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

Kernel principal components are maximum entropy projections

ICA'06 Proceedings of the 6th international conference on Independent Component Analysis and Blind Signal Separation

Editors Choice Article: Structured learning of local features for human action classification and localization

Image and Vision Computing

Computerized wrist pulse signal diagnosis using KPCA

ICMB'10 Proceedings of the Second international conference on Medical Biometrics

Bilinear spatiotemporal basis models

ACM Transactions on Graphics (TOG)

Understanding user behavior through summarization of window transition logs

DNIS'11 Proceedings of the 7th international conference on Databases in Networked Information Systems

Robust speaker identification using ensembles of kernel principal component analysis

HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I

Memory-restricted latent semantic analysis to accumulate term-document co-occurrence events

Pattern Recognition Letters

Two-phase test sample representation with efficient m-nearest neighbor selection in face recognition

ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II

Maximal Similarity Embedding

Neurocomputing

Fast semantic image retrieval based on random forest

Proceedings of the 20th ACM international conference on Multimedia

Random forest for image annotation

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

Geodesic analysis on the gaussian RKHS hypersphere

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

An explicit description of the extended gaussian kernel

PAKDD'12 Proceedings of the 2012 Pacific-Asia conference on Emerging Trends in Knowledge Discovery and Data Mining

Using the idea of the sparse representation to perform coarse-to-fine face recognition

Information Sciences: an International Journal

Distance estimation in numerical data sets with missing values

Information Sciences: an International Journal

From the idea of "sparse representation" to a representation-based transformation method for feature extraction

Neurocomputing

Adaptive kernel subspace method for speeding up feature extraction

Neurocomputing

Learning with limited and noisy tagging

Proceedings of the 21st ACM international conference on Multimedia

Graph Kernels from the Jensen-Shannon Divergence

Journal of Mathematical Imaging and Vision

Partial-update dimensionality reduction for accumulating co-occurrence events

Pattern Recognition Letters

A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics

International Journal of Computer Vision