Non-Linear Dimensionality Reduction

Dimension reduction by local principal component analysis

Neural Computation

Improved multidimensional scaling analysis using neural networks with distance-error backpropagation

Neural Computation

Feature extraction through LOCOCODE

Neural Computation

AANN: an alternative to GMM for pattern recognition

Neural Networks

Principal Manifolds and Probabilistic Subspaces for Visual Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence

Making every bit count: fast nonlinear axis scaling

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

Think globally, fit locally: unsupervised learning of low dimensional manifolds

The Journal of Machine Learning Research

VISTA: validating and refining clusters via visualization

Information Visualization

Incremental Nonlinear Dimensionality Reduction by Manifold Learning

IEEE Transactions on Pattern Analysis and Machine Intelligence

The Diabolo Classifier

Neural Computation

A fast and effective method to find correlations among attributes in databases

Data Mining and Knowledge Discovery

2007 Special Issue: Fast neural network surrogates for very high dimensional physics-based models in computational oceanography

Neural Networks

Non-isometric manifold learning: analysis and an algorithm

Proceedings of the 24th international conference on Machine learning

Using bottlenecks in feedforward networks as a dimension reduction technique: An application to optimization tasks

Neural Computation

Real-time facial feature localization by combining space displacement neural networks

Pattern Recognition Letters

Nonlinear Embedded Map Projection for Dimensionality Reduction

ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing

Generating Association-Based Motion through Human-Robot Interaction

PRIMA '09 Proceedings of the 12th International Conference on Principles of Practice in Multi-Agent Systems

Dimensionality reduction by self organizing maps that preserve distances in output space

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

Efficient locally linear embeddings of imperfect manifolds

MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition

Analysing periodic phenomena by circular PCA

BIRD'07 Proceedings of the 1st international conference on Bioinformatics research and development

Dimension reduction for regression with bottleneck neural networks

IDEAL'10 Proceedings of the 11th international conference on Intelligent data engineering and automated learning

Planar arrangement of high-dimensional biomedical data sets by isomap coordinates

CBMS'03 Proceedings of the 16th IEEE conference on Computer-based medical systems

Front end analysis of speech recognition: a review

International Journal of Speech Technology

Supervised learning on local tangent space

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

Supervised learning for classification

FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II

A modular structure of auto-encoder for the integration of different kinds of information

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Classifier combination for face localization in color images

ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing

Multiple neural networks for facial feature localization in orientation-free face images

ANNPR'06 Proceedings of the Second international conference on Artificial Neural Networks in Pattern Recognition

Adaptively incremental self-organizing isometric embedding

ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I

Facial image analysis using subspace segregation based on class information

ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II

Validation of Nonlinear PCA

Neural Processing Letters

Optimized keyframe extraction for 3D character animations

Computer Animation and Virtual Worlds