Data structures and network algorithms
Data structures and network algorithms
Matrix analysis
Self-organization and associative memory: 3rd edition
Self-organization and associative memory: 3rd edition
Bumptrees for efficient function, constraint, and classification learning
NIPS-3 Proceedings of the 1990 conference on Advances in neural information processing systems 3
Numerical recipes in C (2nd ed.): the art of scientific computing
Numerical recipes in C (2nd ed.): the art of scientific computing
Topology representing networks
Neural Networks
Neural Computation
Neural networks for pattern recognition
Neural networks for pattern recognition
Dimension reduction by local principal component analysis
Neural Computation
GTM: the generative topographic mapping
Neural Computation
Nonlinear component analysis as a kernel eigenvalue problem
Neural Computation
EM algorithms for PCA and SPCA
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Mapping a manifold of perceptual observations
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Jacobi--Davidson Style QR and QZ Algorithms for the Reduction of Matrix Pencils
SIAM Journal on Scientific Computing
Unsupervised learning
Mixtures of probabilistic principal component analyzers
Neural Computation
Neural Computation
Dimensionality reduction techniques for proximity problems
SODA '00 Proceedings of the eleventh annual ACM-SIAM symposium on Discrete algorithms
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Algorithm for Finding Best Matches in Logarithmic Expected Time
ACM Transactions on Mathematical Software (TOMS)
Templates for the solution of algebraic eigenvalue problems: a practical guide
Templates for the solution of algebraic eigenvalue problems: a practical guide
Finding nearest neighbors in growth-restricted metrics
STOC '02 Proceedings of the thiry-fourth annual ACM symposium on Theory of computing
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
A Database for Handwritten Text Recognition Research
IEEE Transactions on Pattern Analysis and Machine Intelligence
A k-segments algorithm for finding principal curves
Pattern Recognition Letters
Supervised dimension reduction of intrinsically low-dimensional data
Neural Computation
Non-Linear Dimensionality Reduction
Advances in Neural Information Processing Systems 5, [NIPS Conference]
Neural Networks: Tricks of the Trade, this book is an outgrowth of a 1996 NIPS workshop
Sample-Based Synthesis of Photo-Realistic Talking Heads
CA '98 Proceedings of the Computer Animation
Segmentation Using Eigenvectors: A Unifying View
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Advances in Neural Information Processing Systems 17: Proceedings of the 2004 Conference (Bradford Books)
Modeling the manifolds of images of handwritten digits
IEEE Transactions on Neural Networks
The Journal of Machine Learning Research
Learning a kernel matrix for nonlinear dimensionality reduction
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Integrating constraints and metric learning in semi-supervised clustering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Face Recognition Using Laplacianfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Estimating manifold dimension by inversion error
Proceedings of the 2005 ACM symposium on Applied computing
Self-organizing map learning nonlinearly embedded manifolds
Information Visualization
ICML '05 Proceedings of the 22nd international conference on Machine learning
Analysis and extension of spectral methods for nonlinear dimensionality reduction
ICML '05 Proceedings of the 22nd international conference on Machine learning
Orthogonal Neighborhood Preserving Projections
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Learning Eigenfunctions Links Spectral Embedding and Kernel PCA
Neural Computation
A Bayesian method for probable surface reconstruction and decimation
ACM Transactions on Graphics (TOG)
Representation Analysis and Synthesis of Lip Images Using Dimensionality Reduction
International Journal of Computer Vision
Learning Weighted Metrics to Minimize Nearest-Neighbor Classification Error
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Learning of Image Manifolds by Semidefinite Programming
International Journal of Computer Vision
A duality view of spectral methods for dimensionality reduction
ICML '06 Proceedings of the 23rd international conference on Machine learning
Semi-supervised nonlinear dimensionality reduction
ICML '06 Proceedings of the 23rd international conference on Machine learning
Learning Nonlinear Image Manifolds by Global Alignment of Local Linear Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Data embedding techniques and applications
Proceedings of the 2nd international workshop on Computer vision meets databases
Nonlocal Estimation of Manifold Structure
Neural Computation
Pattern Recognition
Robust locally linear embedding
Pattern Recognition
Rapid and Brief communication: Formulating LLE using alignment technique
Pattern Recognition
Locality preserving CCA with applications to data visualization and pose estimation
Image and Vision Computing
Neighborhood discriminant projection for face recognition
Pattern Recognition Letters
Dimensionality Reduction of Multimodal Labeled Data by Local Fisher Discriminant Analysis
The Journal of Machine Learning Research
IEEE Transactions on Pattern Analysis and Machine Intelligence
Non-isometric manifold learning: analysis and an algorithm
Proceedings of the 24th international conference on Machine learning
Nonlinear adaptive distance metric learning for clustering
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Appearance-based video clustering in 2D locality preserving projection subspace
Proceedings of the 6th ACM international conference on Image and video retrieval
Learning user intention in relevance feedback using optimization
Proceedings of the international workshop on Workshop on multimedia information retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Quasi-isometric parameterization for texture mapping
Pattern Recognition
Quasi-isometric parameterization for texture mapping
Pattern Recognition
Locally adaptive subspace and similarity metric learning for visual data clustering and retrieval
Computer Vision and Image Understanding
Noisy manifold learning using neighborhood smoothing embedding
Pattern Recognition Letters
Feature extraction using constrained maximum variance mapping
Pattern Recognition
Locally linear reconstruction for instance-based learning
Pattern Recognition
Locally linear discriminant embedding: An efficient method for face recognition
Pattern Recognition
Discriminatively regularized least-squares classification
Pattern Recognition
Hand gesture recognition and tracking based on distributed locally linear embedding
Image and Vision Computing
Learning a Person-Independent Representation for Precise 3D Pose Estimation
Multimodal Technologies for Perception of Humans
A Supervised Subspace Learning Algorithm: Supervised Neighborhood Preserving Embedding
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Local Coordinates Alignment and Its Linearization
Neural Information Processing
Walking Appearance Manifolds without Falling Off
Neural Information Processing
Head Pose Estimation Based on Tensor Factorization
Neural Information Processing
Manifold Construction by Local Neighborhood Preservation
Neural Information Processing
Unsupervised Riemannian Clustering of Probability Density Functions
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Multiple Manifolds Learning Framework Based on Hierarchical Mixture Density Model
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Ear Recognition with Variant Poses Using Locally Linear Embedding
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Some Progress of Supervised Learning
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Manifold Learning: The Price of Normalization
The Journal of Machine Learning Research
Gesture Recognition Based on Manifold Learning
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
LDR-LLE: LLE with Low-Dimensional Neighborhood Representation
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Weighted locally linear embedding for dimension reduction
Pattern Recognition
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
Regularized Local Reconstruction for Clustering
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Local linear transformation embedding
Neurocomputing
Nonlinear process monitoring based on maximum variance unfolding projections
Expert Systems with Applications: An International Journal
Stable local dimensionality reduction approaches
Pattern Recognition
Anomaly detection using manifold embedding and its applications in transportation corridors
Intelligent Data Analysis - Knowledge Discovery from Data Streams
Joint trajectory tracking and recognition based on bi-directional nonlinear learning
Image and Vision Computing
SMVLLE: An Efficient Dimension Reduction Scheme
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Finding representative landmarks of data on manifolds
Pattern Recognition
Enhanced graph-based dimensionality reduction with repulsion Laplaceans
Pattern Recognition
Optimization and Knowledge-Based Technologies
Informatica
Enhanced supervised locally linear embedding
Pattern Recognition Letters
Learnable similarity functions and their applications to clustering and record linkage
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Cross system personalization by learning manifold alignments
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
An efficient algorithm for local distance metric learning
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Informative Laplacian Projection
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
Multi-view Object Detection Based on Spatial Consistency in a Low Dimensional Space
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Orthogonal Centroid Locally Linear Embedding for Classification
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Manifold integration with Markov random walks
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 1
A scalable kernel-based algorithm for semi-supervised metric learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
International Journal of Knowledge Engineering and Soft Data Paradigms
Neighbourhood preserving discriminant embedding in face recognition
Journal of Visual Communication and Image Representation
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A volume-based heat-diffusion classifier
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Manifold-based learning and synthesis
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Emotional intensity-based facial expression cloning for low polygonal applications
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Synchronized submanifold embedding for person-independent pose estimation and beyond
IEEE Transactions on Image Processing
Multiple view semi-supervised dimensionality reduction
Pattern Recognition
Complete neighborhood preserving embedding for face recognition
Pattern Recognition
Independent components extraction from image matrix
Pattern Recognition Letters
Adaptive Neighborhood Select Based on Local Linearity for Nonlinear Dimensionality Reduction
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Automatic Choice of the Number of Nearest Neighbors in Locally Linear Embedding
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Learning an Efficient Texture Model by Supervised Nonlinear Dimensionality Reduction Methods
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Dynamic Neighborhood Selection for Nonlinear Dimensionality Reduction
MDAI '09 Proceedings of the 6th International Conference on Modeling Decisions for Artificial Intelligence
Fast and accurate retinal vasculature tracing and kernel-Isomap-based feature selection
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Face recognition using discriminant locality preserving projections
Image and Vision Computing
Nonlinear embedding preserving multiple local-linearities
Pattern Recognition
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Discriminative orthogonal neighborhood-preserving projections for classification
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Pose manifold curvature is typically less near frontal face views
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Outlier-resisting graph embedding
Neurocomputing
Rapid and brief communication: Incremental locally linear embedding
Pattern Recognition
A hand gesture recognition system based on local linear embedding
Journal of Visual Languages and Computing
Distinguishing variance embedding
Image and Vision Computing
Super-resolution of human face image using canonical correlation analysis
Pattern Recognition
Fast Approximate kNN Graph Construction for High Dimensional Data via Recursive Lanczos Bisection
The Journal of Machine Learning Research
Dimensionality Estimation, Manifold Learning and Function Approximation using Tensor Voting
The Journal of Machine Learning Research
Cross system personalization and collaborative filtering by learning manifold alignments
KI'06 Proceedings of the 29th annual German conference on Artificial intelligence
Clustering-based nonlinear dimensionality reduction on manifold
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Performing locally linear embedding with adaptable neighborhood size on manifold
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Kernel-based linear neighborhood propagation for semantic video annotation
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Robust pose estimation using the SwissRanger SR-3000 camera
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Image segmentation using histogram fitting and spatial information
MDA'06/07 Proceedings of the 2007 international conference on Advances in mass data analysis of signals and images in medicine biotechnology and chemistry
A novel local sensitive frontier analysis for feature extraction
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Locality preserving discriminant projections
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Locality preserving fisher discriminant analysis for face recognition
ICIC'09 Proceedings of the 5th international conference on Emerging intelligent computing technology and applications
Discriminant feature extraction based on center distance
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Feature extraction by learning Lorentzian metric tensor and its extensions
Pattern Recognition
Face recognition using Intrinsicfaces
Pattern Recognition
Perfect histogram matching PCA for face recognition
Multidimensional Systems and Signal Processing
Radar target recognition based on KLLE and a KNRD classifier
WSEAS Transactions on Signal Processing
Scale-independent quality criteria for dimensionality reduction
Pattern Recognition Letters
Gene expression data classification using locally linear discriminant embedding
Computers in Biology and Medicine
Image clustering using local discriminant models and global integration
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
Similarity preserving principal curve: an optimal 1-D feature extractor for data representation
IEEE Transactions on Neural Networks
Multilevel manifold learning with application to spectral clustering
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Enhanced Local Subspace Affinity for feature-based motion segmentation
Pattern Recognition
Dimensionality reduction techniques for blog visualization
Expert Systems with Applications: An International Journal
Robust head pose estimation using supervised manifold learning
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Unsupervised learning of image manifolds by semidefinite programming
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Orthogonal local spline discriminant projection with application to face recognition
Pattern Recognition Letters
Face recognition using sparse representations and manifold learning
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
From still image to video-based face recognition: an experimental analysis
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Guided Locally Linear Embedding
Pattern Recognition Letters
Manifold topological multi-resolution analysis method
Pattern Recognition
A continuous mapping of sleep states through association of EEG with a mesoscale cortical model
Journal of Computational Neuroscience
Incremental manifold learning by spectral embedding methods
Pattern Recognition Letters
Incremental alignment manifold learning
Journal of Computer Science and Technology - Special issue on natural language processing
Short communication: Automated, rapid classification of signals using locally linear embedding
Expert Systems with Applications: An International Journal
Locally linear embedding: a survey
Artificial Intelligence Review
Maximum variance sparse mapping
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Face recognition based on gabor enhanced marginal fisher model and error correction SVM
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Multimodal search and retrieval using manifold learning and query formulation
Proceedings of the 16th International Conference on 3D Web Technology
Controllable hand deformation from sparse examples with rich details
SCA '11 Proceedings of the 2011 ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Semi-supervised dimensionality reduction via harmonic functions
MDAI'11 Proceedings of the 8th international conference on Modeling decisions for artificial intelligence
Sparse motion segmentation using multiple six-point consistencies
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Image synthesis based on manifold learning
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Uncorrelated neighborhood preserving projections for face recognition
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
A visualization metric for dimensionality reduction
Expert Systems with Applications: An International Journal
Global and local choice of the number of nearest neighbors in locally linear embedding
Pattern Recognition Letters
Supervised semi-definite embedding for email data cleaning and visualization
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Weighted principal component extraction with genetic algorithms
Applied Soft Computing
Investigating the dynamics of facial expression
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
Gesture signature for ambient intelligence applications: a feasibility study
PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing
ISOLLE: locally linear embedding with geodesic distance
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Bearing similarity measures for self-organizing feature maps
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Investigating LLE eigenface on pose and face identification
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
A spectral clustering technique for studying post-transplant kidney functions
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Face recognition using neighborhood preserving projections
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part II
Appearance manifold of facial expression
ICCV'05 Proceedings of the 2005 international conference on Computer Vision in Human-Computer Interaction
Commute time guided transformation for feature extraction
Computer Vision and Image Understanding
Incremental locally linear embedding algorithm
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Neighborhood preserving projections (NPP): a novel linear dimension reduction method
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
A supervised non-linear dimensionality reduction approach for manifold learning
Pattern Recognition
A Bayesian approach for place recognition
Robotics and Autonomous Systems
Learning bundle manifold by double neighborhood graphs
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Face recognition based on gabor-enhanced manifold learning and SVM
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Locally linear isometric parameterization
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Multiview Metric Learning with Global Consistency and Local Smoothness
ACM Transactions on Intelligent Systems and Technology (TIST)
An accurate MDS-Based algorithm for the visualization of large multidimensional datasets
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
Adaptive weighted fusion of local kernel classifiers for effective pattern classification
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Optimizing multimedia retrieval using multimodal fusion and relevance feedback techniques
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Local CCA alignment and its applications
Neurocomputing
Neighborhood selection and eigenvalues for embedding data complex in low dimension
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part I
Local and structural consistency for multi-manifold clustering
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
A novel maximum margin neighborhood preserving embedding for face recognition
Future Generation Computer Systems
Grounded discovery of symbols as concept-language pairs
Computer-Aided Design
Neural Processing Letters
An evaluation on different graphs for semi-supervised learning
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
About eigenvalues from embedding data complex in low dimension
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
Joint geometry and variability for image recognition
Neurocomputing
Using data mining to enable integration of wind resources on the power grid
Statistical Analysis and Data Mining
Similarity rank correlation for face recognition under unenrolled pose
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
k nearest neighbor using ensemble clustering
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
Disentangling factors of variation for facial expression recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Regularized soft K-means for discriminant analysis
Neurocomputing
Testing for white noise against locally stationary alternatives
Statistical Analysis and Data Mining
Out-of-sample embedding by sparse representation
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Automatic dimensionality estimation for manifold learning through optimal feature selection
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
A comparative study of nonlinear manifold learning methods for cancer microarray data classification
Expert Systems with Applications: An International Journal
Image Dimensionality Reduction Based on the Intrinsic Dimension and Parallel Genetic Algorithm
International Journal of Cognitive Informatics and Natural Intelligence
Dimensionality reduction by low-rank embedding
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Dimensionality reduction-based spoken emotion recognition
Multimedia Tools and Applications
Image classification with manifold learning for out-of-sample data
Signal Processing
Visualizing dimensionality reduction of systems biology data
Data Mining and Knowledge Discovery
Enhancing expression recognition in the wild with unlabeled reference data
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Human face super-resolution based on NSCT
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
SIFT on manifold: An intrinsic description
Neurocomputing
Two-layer dual gait generative models for human motion estimation from a single camera
Image and Vision Computing
Linear cross-modal hashing for efficient multimedia search
Proceedings of the 21st ACM international conference on Multimedia
An introduction to artificial prediction markets for classification
The Journal of Machine Learning Research
Wireless Personal Communications: An International Journal
Parameterless Local Discriminant Embedding
Neural Processing Letters
A unified framework for multimodal retrieval
Pattern Recognition
Face recognition with enhanced local directional patterns
Neurocomputing
Nonlocal estimation of manifold structure
Neural Computation
Tumor gene expressive data classification based on locally linear representation fisher criterion
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Embedding new observations via sparse-coding for non-linear manifold learning
Pattern Recognition
A multi-manifold semi-supervised Gaussian mixture model for pattern classification
Pattern Recognition Letters
Data visualization for asymmetric relations
Neurocomputing
A generative model and a generalized trust region Newton method for noise reduction
Computational Optimization and Applications
Isometric sliced inverse regression for nonlinear manifold learning
Statistics and Computing
A framework for interactive image color editing
The Visual Computer: International Journal of Computer Graphics
Orthogonal locally discriminant spline embedding for plant leaf recognition
Computer Vision and Image Understanding
An ensemble-clustering-based distance metric and its applications
International Journal of Business Intelligence and Data Mining
A Family of Discriminative Manifold Learning Algorithms and Their Application to Speech Recognition
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)
Cell phenotyping in multi-tag fluorescent bioimages
Neurocomputing
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The problem of dimensionality reduction arises in many fields of information processing, including machine learning, data compression, scientific visualization, pattern recognition, and neural computation. Here we describe locally linear embedding (LLE), an unsupervised learning algorithm that computes low dimensional, neighborhood preserving embeddings of high dimensional data. The data, assumed to be sampled from an underlying manifold, are mapped into a single global coordinate system of lower dimensionality. The mapping is derived from the symmetries of locally linear reconstructions, and the actual computation of the embedding reduces to a sparse eigenvalue problem. Notably, the optimizations in LLE---though capable of generating highly nonlinear embeddings---are simple to implement, and they do not involve local minima. In this paper, we describe the implementation of the algorithm in detail and discuss several extensions that enhance its performance. We present results of the algorithm applied to data sampled from known manifolds, as well as to collections of images of faces, lips, and handwritten digits. These examples are used to provide extensive illustrations of the algorithm's performance---both successes and failures---and to relate the algorithm to previous and ongoing work in nonlinear dimensionality reduction.