Nonlinear component analysis as a kernel eigenvalue problem
Neural Computation
Dimensionality reduction techniques for proximity problems
SODA '00 Proceedings of the eleventh annual ACM-SIAM symposium on Discrete algorithms
Neural Networks: A Comprehensive Foundation
Neural Networks: A Comprehensive Foundation
Diffusion Kernels on Graphs and Other Discrete Input Spaces
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Normalized Cuts and Image Segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Semi-Supervised Learning on Riemannian Manifolds
Machine Learning
Learning a kernel matrix for nonlinear dimensionality reduction
ICML '04 Proceedings of the twenty-first international conference on Machine learning
A kernel view of the dimensionality reduction of manifolds
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Laplace-spectra as fingerprints for shape matching
Proceedings of the 2005 ACM symposium on Solid and physical modeling
Estimating manifold dimension by inversion error
Proceedings of the 2005 ACM symposium on Applied computing
Pattern Vectors from Algebraic Graph Theory
IEEE Transactions on Pattern Analysis and Machine Intelligence
Principal Surfaces from Unsupervised Kernel Regression
IEEE Transactions on Pattern Analysis and Machine Intelligence
Self-organizing map learning nonlinearly embedded manifolds
Information Visualization
Graph based multi-modality learning
Proceedings of the 13th annual ACM international conference on Multimedia
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
Incremental Nonlinear Dimensionality Reduction by Manifold Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning Eigenfunctions Links Spectral Embedding and Kernel PCA
Neural Computation
2005 Special Issue: Improving dimensionality reduction with spectral gradient descent
Neural Networks - 2005 Special issue: IJCNN 2005
Unsupervised Learning of Image Manifolds by Semidefinite Programming
International Journal of Computer Vision
Fast direct policy evaluation using multiscale analysis of Markov diffusion processes
ICML '06 Proceedings of the 23rd international conference on Machine learning
Local Fisher discriminant analysis for supervised dimensionality reduction
ICML '06 Proceedings of the 23rd international conference on Machine learning
A duality view of spectral methods for dimensionality reduction
ICML '06 Proceedings of the 23rd international conference on Machine learning
Selection of the optimal parameter value for the Isomap algorithm
Pattern Recognition Letters
Visual data mining using principled projection algorithms and information visualization techniques
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
IEEE Transactions on Visualization and Computer Graphics
Data Fusion and Multicue Data Matching by Diffusion Maps
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised learning from a corpus for shape-based 3D model retrieval
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Maximum unfolded embedding: formulation, solution, and application for image clustering
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
On the Nyström Method for Approximating a Gram Matrix for Improved Kernel-Based Learning
The Journal of Machine Learning Research
Pattern Recognition
Robust locally linear embedding
Pattern Recognition
A spectral approach to learning structural variations in graphs
Pattern Recognition
Gaussian fields for semi-supervised regression and correspondence learning
Pattern Recognition
Fast multiscale clustering and manifold identification
Pattern Recognition
Graph embedding using tree edit-union
Pattern Recognition
Embeddings of surfaces, curves, and moving points in euclidean space
SCG '07 Proceedings of the twenty-third annual symposium on Computational geometry
Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples
The Journal of Machine Learning Research
Dimensionality Reduction of Multimodal Labeled Data by Local Fisher Discriminant Analysis
The Journal of Machine Learning Research
Local embeddings of metric spaces
Proceedings of the thirty-ninth annual ACM symposium on Theory of computing
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Pattern Analysis and Machine Intelligence
The rendezvous algorithm: multiclass semi-supervised learning with Markov random walks
Proceedings of the 24th international conference on Machine learning
Learning to compress images and videos
Proceedings of the 24th international conference on Machine learning
Robust non-linear dimensionality reduction using successive 1-dimensional Laplacian Eigenmaps
Proceedings of the 24th international conference on Machine learning
Neighbor search with global geometry: a minimax message passing algorithm
Proceedings of the 24th international conference on Machine learning
A transductive framework of distance metric learning by spectral dimensionality reduction
Proceedings of the 24th international conference on Machine learning
Regression on manifolds using kernel dimension reduction
Proceedings of the 24th international conference on Machine learning
Transductive regression piloted by inter-manifold relations
Proceedings of the 24th international conference on Machine learning
Regularized clustering for documents
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
DiffusionRank: a possible penicillin for web spamming
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Nonlinear adaptive distance metric learning for clustering
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Laplace-Beltrami eigenfunctions for deformation invariant shape representation
SGP '07 Proceedings of the fifth Eurographics symposium on Geometry processing
3D model representation using adaptive volumetric extended Gaussian image
Proceedings of the 6th ACM international conference on Image and video retrieval
Localized versus locality-preserving subspace projections for face recognition
Journal on Image and Video Processing
A survey of kernel and spectral methods for clustering
Pattern Recognition
A tutorial on spectral clustering
Statistics and Computing
Learning semantic categories for 3D model retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
Learning to Transform Time Series with a Few Examples
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Clustering and Embedding Using Commute Times
IEEE Transactions on Pattern Analysis and Machine Intelligence
A circuit framework for robust manifold learning
Neurocomputing
Robust self-tuning semi-supervised learning
Neurocomputing
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Label Propagation through Linear Neighborhoods
IEEE Transactions on Knowledge and Data Engineering
Distributed event-region detection in wireless sensor networks
EURASIP Journal on Advances in Signal Processing
Quasi-isometric parameterization for texture mapping
Pattern Recognition
Quasi-isometric parameterization for texture mapping
Pattern Recognition
Orthogonal neighborhood preserving discriminant analysis for face recognition
Pattern Recognition
A sensorimotor approach to sound localization
Neural Computation
Embedding metric spaces in their intrinsic dimension
Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms
WireWarping: A fast surface flattening approach with length-preserved feature curves
Computer-Aided Design
Diffusion maps-based image clustering
Proceedings of the 2006 international workshop on Research issues in digital libraries
Topic modeling with network regularization
Proceedings of the 17th international conference on World Wide Web
Locally adaptive subspace and similarity metric learning for visual data clustering and retrieval
Computer Vision and Image Understanding
Random projection trees and low dimensional manifolds
STOC '08 Proceedings of the fortieth annual ACM symposium on Theory of computing
Person-independent head pose estimation using biased manifold embedding
EURASIP Journal on Advances in Signal Processing
Discrete laplace operator on meshed surfaces
Proceedings of the twenty-fourth annual symposium on Computational geometry
Noisy manifold learning using neighborhood smoothing embedding
Pattern Recognition Letters
Relevance aggregation projections for image retrieval
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Diffusion maps clustering for magnetic resonance Q-ball imaging segmentation
Journal of Biomedical Imaging - Recent Advances in Neuroimaging Methodology
Manifold alignment using Procrustes analysis
Proceedings of the 25th international conference on Machine learning
Deep learning via semi-supervised embedding
Proceedings of the 25th international conference on Machine learning
A general optimization framework for smoothing language models on graph structures
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Feature extraction using constrained maximum variance mapping
Pattern Recognition
Graph spectral image smoothing using the heat kernel
Pattern Recognition
Semi-supervised sub-manifold discriminant analysis
Pattern Recognition Letters
Identifying biologically relevant genes via multiple heterogeneous data sources
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Supervised dimensionality reduction via sequential semidefinite programming
Pattern Recognition
Locally linear discriminant embedding: An efficient method for face recognition
Pattern Recognition
Weighted Kernel Isomap for Data Visualization and Pattern Classification
Computational Intelligence and Security
Facial Expression Analysis on Semantic Neighborhood Preserving Embedding
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Semi-definite Manifold Alignment
ECML '07 Proceedings of the 18th European conference on Machine Learning
Understanding the Environment Through Wireless Sensor Networks
AI*IA '07 Proceedings of the 10th Congress of the Italian Association for Artificial Intelligence on AI*IA 2007: Artificial Intelligence and Human-Oriented Computing
Comparison of Dimension Reduction Methods for Database-Adaptive 3D Model Retrieval
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Manifold Construction by Local Neighborhood Preservation
Neural Information Processing
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
Distortion-Free Nonlinear Dimensionality Reduction
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Large-Scale Clustering through Functional Embedding
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
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
A New Orthogonal Discriminant Projection Based Prediction Method for Bioinformatic Data
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Nonlinear Principal Manifolds --- Adaptive Hybrid Learning Approaches
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Regularization on Graphs with Function-adapted Diffusion Processes
The Journal of Machine Learning Research
Manifold Learning: The Price of Normalization
The Journal of Machine Learning Research
Dimensionality reduction for heterogeneous dataset in rushes editing
Pattern Recognition
Mining social networks using heat diffusion processes for marketing candidates selection
Proceedings of the 17th ACM conference on Information and knowledge management
Learning latent semantic relations from clickthrough data for query suggestion
Proceedings of the 17th ACM conference on Information and knowledge management
REDUS: finding reducible subspaces in high dimensional data
Proceedings of the 17th ACM conference on Information and knowledge management
Locality condensation: a new dimensionality reduction method for image retrieval
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Monitoring visual focus of attention via local discriminant projection
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Towards a theoretical foundation for Laplacian-based manifold methods
Journal of Computer and System Sciences
Video event segmentation and visualisation in non-linear subspace
Pattern Recognition Letters
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
Manifold models for signals and images
Computer Vision and Image Understanding
Topology-Invariant Similarity of Nonrigid Shapes
International Journal of Computer Vision
Constructing Laplace operator from point clouds in Rd
SODA '09 Proceedings of the twentieth Annual ACM-SIAM Symposium on Discrete Algorithms
Intrinsic dimension estimation of manifolds by incising balls
Pattern Recognition
Weighted locally linear embedding for dimension reduction
Pattern Recognition
A diffusion wavelet approach for 3-D model matching
Computer-Aided Design
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
Incremental learning to rank with partially-labeled data
Proceedings of the 2009 workshop on Web Search Click Data
Kernel based nonlinear dimensionality reduction for microarray gene expression data analysis
Expert Systems with Applications: An International Journal
Graph nodes clustering with the sigmoid commute-time kernel: A comparative study
Data & Knowledge Engineering
A cube framework for incorporating inter-gene information into biological data mining
International Journal of Data Mining and Bioinformatics
Local Dimensionality Reduction for Non-Parametric Regression
Neural Processing Letters
Integral estimation from point cloud in d-dimensional space: a geometric view
Proceedings of the twenty-fifth annual symposium on Computational geometry
A generative model for graph matching and embedding
Computer Vision and Image Understanding
Tensor linear Laplacian discrimination (TLLD) for feature extraction
Pattern Recognition
Stable local dimensionality reduction approaches
Pattern Recognition
Technical Section: Discrete Laplace-Beltrami operators for shape analysis and segmentation
Computers and Graphics
Technical Section: Computing smooth approximations of scalar functions with constraints
Computers and Graphics
Fitting a graph to vector data
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Geometry-aware metric learning
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Structure preserving embedding
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Geometric Manifold Energy and Manifold Clustering
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Bilateral Two-Dimensional Locality Preserving Projections with Its Application to Face Recognition
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
Feature extraction based on Laplacian bidirectional maximum margin criterion
Pattern Recognition
Finding representative landmarks of data on manifolds
Pattern Recognition
Graph characteristics from the heat kernel trace
Pattern Recognition
Pre-image as Karcher Mean Using Diffusion Maps: Application to Shape and Image Denoising
SSVM '09 Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision
RankVisu: Mapping from the neighborhood network
Neurocomputing
Simultaneous Identity and Expression Recognition Using Face Geometry on Low Dimensional Manifolds
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
Sparsity preserving projections with applications to face recognition
Pattern Recognition
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
An efficient algorithm for local distance metric learning
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
A manifold regularization approach to calibration reduction for sensor-network based tracking
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Inexact Matching of Large and Sparse Graphs Using Laplacian Eigenvectors
GbRPR '09 Proceedings of the 7th IAPR-TC-15 International Workshop on Graph-Based Representations in Pattern Recognition
Combining Multidimensional Scaling and Computational Intelligence for Industrial Monitoring
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Informative Laplacian Projection
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
Inverse-Consistent Surface Mapping with Laplace-Beltrami Eigen-Features
IPMI '09 Proceedings of the 21st International Conference on Information Processing in Medical Imaging
Transductive Classification via Dual Regularization
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Video Sequences Association for People Re-identification across Multiple Non-overlapping Cameras
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Clustering with local and global regularization
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Manifold denoising as preprocessing for finding natural representations of data
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Trace ratio criterion for feature selection
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Improving embeddings by flexible exploitation of side information
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Co-localization from labeled and unlabeled data using graph Laplacian
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Using graph algebra to optimize neighborhood for isometric mapping
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
International Journal of Knowledge Engineering and Soft Data Paradigms
Inferring semantic concepts from community-contributed images and noisy tags
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Topology- and error-driven extension of scalar functions from surfaces to volumes
ACM Transactions on Graphics (TOG)
Kernel Methods in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
Incremental Laplacian eigenmaps by preserving adjacent information between data points
Pattern Recognition Letters
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Laplace-Beltrami spectra as 'Shape-DNA' of surfaces and solids
Computer-Aided Design
Dimensionality reduction and visualization of geoscientific images via locally linear embedding
Computers & Geosciences
Dynamic network data exploration through semi-supervised functional embedding
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Graph-based generalized latent semantic analysis for document representation
TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
A volume-based heat-diffusion classifier
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Correspondence propagation with weak priors
IEEE Transactions on Image Processing
Local learning regularized nonnegative matrix factorization
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Manifold alignment without correspondence
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
ACM SIGGRAPH ASIA 2009 Courses
Random projection trees for vector quantization
IEEE Transactions on Information Theory
Cortical Shape Analysis in the Laplace-Beltrami Feature Space
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
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
Dynamic Neighborhood Selection for Nonlinear Dimensionality Reduction
MDAI '09 Proceedings of the 6th International Conference on Modeling Decisions for Artificial Intelligence
Regularized Kernel Local Linear Embedding on Dimensionality Reduction for Non-vectorial Data
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Laplacian Discriminant Projection Based on Affinity Propagation
AICI '09 Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Distance Learning Based on Convex Clustering
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Dimensionality reduction by self organizing maps that preserve distances in output space
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Nonlinear embedding preserving multiple local-linearities
Pattern Recognition
Hermite learning with gradient data
Journal of Computational and Applied Mathematics
Sparsity preserving discriminant analysis for single training image face recognition
Pattern Recognition Letters
Spectral conformal parameterization
SGP '08 Proceedings of the Symposium on Geometry Processing
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Bidirectional visible neighborhood preserving embedding
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Statistical Methods and Models for Video-Based Tracking, Modeling, and Recognition
Foundations and Trends in Signal Processing
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Outlier-resisting graph embedding
Neurocomputing
Tools for application-driven linear dimension reduction
Neurocomputing
Image and Video Colorization Using Vector-Valued Reproducing Kernel Hilbert Spaces
Journal of Mathematical Imaging and Vision
Graph-optimized locality preserving projections
Pattern Recognition
A multilevel approach for learning from labeled and unlabeled data on graphs
Pattern Recognition
Unsupervised Object Discovery: A Comparison
International Journal of Computer Vision
Kernel-based metric learning for semi-supervised clustering
Neurocomputing
Distinguishing variance embedding
Image and Vision Computing
Geometric characterization and clustering of graphs using heat kernel embeddings
Image and Vision Computing
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
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Embedding new data points for manifold learning via coordinate propagation
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Towards segmentation based on a shape prior manifold
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Robust pose estimation using the SwissRanger SR-3000 camera
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Graph spectral image smoothing
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
Method of motion data processing based on manifold learning
Edutainment'07 Proceedings of the 2nd international conference on Technologies for e-learning and digital entertainment
Cross-domain sentiment classification via spectral feature alignment
Proceedings of the 19th international conference on World wide web
Neighborhood linear embedding for intrinsic structure discovery
Machine Vision and Applications
Active-contour-based image segmentation using machine learning techniques
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Video analysis via nonlinear dimensionality reduction
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
A more topologically stable locally linear embedding algorithm based on R*-tree
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
An adaptively weighted sub-pattern locality preserving projection for face recognition
Journal of Network and Computer Applications
People re-identification by spectral classification of silhouettes
Signal Processing
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
Integrating global and local structures in semi-supervised discriminant analysis
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Enhanced spectral embedding with semi-supervised feature selection
ICNC'09 Proceedings of the 5th international conference on Natural computation
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Semi-supervised learning with varifold Laplacians
Neurocomputing
Adaptive nonlinear manifolds and their applications to pattern recognition
Information Sciences: an International Journal
Constrained maximum variance mapping for tumor classification
ICIC'09 Proceedings of the 5th international conference on Emerging intelligent computing technology and applications
Facial expression recognition with local binary pattern and Laplacian Eigenmaps
ICIC'09 Proceedings of the 5th international conference on Emerging intelligent computing technology and applications
Learning the dynamical system behind sensory data
Neural Computation
A general learning framework using local and global regularization
Pattern Recognition
3D CAD model matching from 2D local invariant features
Computers in Industry
Eigen-space learning using semi-supervised diffusion maps for human action recognition
Proceedings of the ACM International Conference on Image and Video Retrieval
Identity and expression recognition on low dimensional manifolds
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
3D CAD model search: a regularized manifold learning approach
ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics
Learning with l1-graph for image analysis
IEEE Transactions on Image Processing
Evolutionary cross-domain discriminative hessian eigenmaps
IEEE Transactions on Image Processing
Audio-visual group recognition using diffusion maps
IEEE Transactions on Signal Processing
Learning an intrinsic-variable preserving manifold for dynamic visual tracking
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
Penalized preimage learning in kernel principal component analysis
IEEE Transactions on Neural Networks
Two-dimensional supervised local similarity and diversity projection
Pattern Recognition
Face recognition using Intrinsicfaces
Pattern Recognition
International Journal of Computer Vision
International Journal of Computer Vision
SSPS: A Semi-Supervised Pattern Shift for Classification
Neural Processing Letters
Self-taught hashing for fast similarity search
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
ACM SIGGRAPH 2010 Courses
A Modified Semi-Supervised Learning Algorithm on Laplacian Eigenmaps
Neural Processing Letters
Vowel production manifold: intrinsic actor analysis of vowel articulation
IEEE Transactions on Audio, Speech, and Language Processing
Radar target recognition based on KLLE and a KNRD classifier
WSEAS Transactions on Signal Processing
Graph-based morphological processing of multivariate microscopy images and data bases
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Manifold learning for patient position detection in MRI
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Partial differences as tools for filtering data on graphs
Pattern Recognition Letters
Scale-independent quality criteria for dimensionality reduction
Pattern Recognition Letters
Linear discriminant projection embedding based on patches alignment
Image and Vision Computing
Learning Gradients: Predictive Models that Infer Geometry and Statistical Dependence
The Journal of Machine Learning Research
Exemplar based Laplacian Discriminant Projection
Expert Systems with Applications: An International Journal
Artificial Intelligence Review
Diffusion maps for edge-aware image editing
ACM SIGGRAPH Asia 2010 papers
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
Language pyramid and multi-scale text analysis
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Visualization and clustering of crowd video content in MPCA subspace
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Coresets and sketches for high dimensional subspace approximation problems
SODA '10 Proceedings of the twenty-first annual ACM-SIAM symposium on Discrete Algorithms
Convergence, stability, and discrete approximation of Laplace spectra
SODA '10 Proceedings of the twenty-first annual ACM-SIAM symposium on Discrete Algorithms
Supervised manifold learning for image and video classification
Proceedings of the international conference on Multimedia
Color VQ-based image compression by manifold learning
ICISP'10 Proceedings of the 4th international conference on Image and signal processing
Multiple-activity human body tracking in unconstrained environments
AMDO'10 Proceedings of the 6th international conference on Articulated motion and deformable objects
Similarity estimation using Bayes ensembles
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
Shape comparison through mutual distances of real functions
Proceedings of the ACM workshop on 3D object retrieval
Dimensionality reduction techniques for blog visualization
Expert Systems with Applications: An International Journal
Fast ISOMAP based on minimum set coverage
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
A graph-based projection approach for semi-supervised clustering
PKAW'10 Proceedings of the 11th international conference on Knowledge management and acquisition for smart systems and services
Orthogonal discriminant local tangent space alignment
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Learning shape segmentation using constrained spectral clustering and probabilistic label transfer
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Robust head pose estimation using supervised manifold learning
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Euclidean distances, soft and spectral clustering on weighted graphs
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
An incremental manifold learning algorithm based on the small world model
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part I
Manifold learning for biomarker discovery in MR imaging
MLMI'10 Proceedings of the First international conference on Machine learning in medical imaging
MICCAI'10 Proceedings of the 2010 international conference on Prostate cancer imaging: computer-aided diagnosis, prognosis, and intervention
Computers in Biology and Medicine
An improved local tangent space alignment method for manifold learning
Pattern Recognition Letters
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Unsupervised learning of image manifolds by semidefinite programming
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Shape google: Geometric words and expressions for invariant shape retrieval
ACM Transactions on Graphics (TOG)
Collection-based sparse label propagation and its application on social group suggestion from photos
ACM Transactions on Intelligent Systems and Technology (TIST)
Image annotation by kNN-sparse graph-based label propagation over noisily tagged web images
ACM Transactions on Intelligent Systems and Technology (TIST)
A structure-preserved local matching approach for face recognition
Pattern Recognition Letters
Semi-supervised locally discriminant projection for classification and recognition
Knowledge-Based Systems
Geodesic Methods in Computer Vision and Graphics
Foundations and Trends® in Computer Graphics and Vision
Combining morphological information in a manifold learning framework: application to neonatal MRI
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part III
Manifold learning for object tracking with multiple motion dynamics
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Image categorization using directed graphs
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Semi-supervised learning by spectral mapping with label information
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part I
Manifold learning for image-based breathing gating with application to 4D ultrasound
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part II
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part II
Manifold learning for image-based gating of intravascular ultrasound (IVUS) pullback sequences
MIAR'10 Proceedings of the 5th international conference on Medical imaging and augmented reality
Computer Vision and Image Understanding
Orthogonal local spline discriminant projection with application to face recognition
Pattern Recognition Letters
Feature Extraction Using Laplacian Maximum Margin Criterion
Neural Processing Letters
Linear dimensionality reduction through eigenvector selection for object recognition
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Face recognition using sparse representations and manifold learning
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Mitosis extraction in breast-cancer histopathological whole slide images
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Bearing performance degradation assessment using locality preserving projections
Expert Systems with Applications: An International Journal
Defining, contouring, and visualizing scalar functions on point-sampled surfaces
Computer-Aided Design
Nearest manifold approach for face recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Diffusion maps as a framework for shape modeling
Computer Vision and Image Understanding
Manifold-respecting discriminant nonnegative matrix factorization
Pattern Recognition Letters
Complexity of approximation of functions of few variables in high dimensions
Journal of Complexity
ModelSeek: an effective 3D model retrieval system
Multimedia Tools and Applications
A multi-manifold discriminant analysis method for image feature extraction
Pattern Recognition
Manifold topological multi-resolution analysis method
Pattern Recognition
Relevance learning in generative topographic mapping
Neurocomputing
Learning video manifold for segmenting crowd events and abnormality detection
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Domain transform for edge-aware image and video processing
ACM SIGGRAPH 2011 papers
Graph partition and identification of cluster number in data analysis
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Robust principal component analysis?
Journal of the ACM (JACM)
Learning low-rank kernel matrices for constrained clustering
Neurocomputing
Incremental manifold learning by spectral embedding methods
Pattern Recognition Letters
Nonlinear dimensionality reduction using a temporal coherence principle
Information Sciences: an International Journal
Dimensionality reduction on multi-dimensional transfer functions for multi-channel volume data sets
Information Visualization - Special issue on selected papers from visualization and data analysis 2010
Incremental alignment manifold learning
Journal of Computer Science and Technology - Special issue on natural language processing
Locally linear embedding: a survey
Artificial Intelligence Review
Orthogonal Complete Discriminant Locality Preserving Projections for Face Recognition
Neural Processing Letters
Transfer latent variable model based on divergence analysis
Pattern Recognition
Predicting Articulated Human Motion from Spatial Processes
International Journal of Computer Vision
Maximum variance sparse mapping
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Nonlinear discriminative embedding for clustering via spectral regularization
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
An iterated graph laplacian approach for ranking on manifolds
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Locally Defined Principal Curves and Surfaces
The Journal of Machine Learning Research
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
A general framework for dimensionality reduction for large data sets
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Graph-based representations of point clouds
Graphical Models
An empirical study on the performance of spectral manifold learning techniques
ICANN'11 Proceedings of the 21th international conference on Artificial neural networks - Volume Part I
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
Manifold learning for visualization of vibrational states of a rotating machine
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
Pairwise constraint propagation for graph-based semi-supervised clustering
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Solving eigenvalue problems on curved surfaces using the Closest Point Method
Journal of Computational Physics
Supervised optimal locality preserving projection
Pattern Recognition
From points to nodes: inverse graph embedding through a lagrangian formulation
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Graph evolution via social diffusion processes
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Multiview semi-supervised learning for ranking multilingual documents
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Supervised Discriminant Projection with Its Application to Face Recognition
Neural Processing Letters
Face Recognition Using Kernel UDP
Neural Processing Letters
A graph model for mutual information based clustering
Journal of Intelligent Information Systems
Novel approaches for synthesizing video textures
Expert Systems with Applications: An International Journal
Spectral clustering of ROIs for object discovery
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
A novel probabilistic linear subspace approach for face applications
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Image analysis with nonlinear adaptive dimension reduction
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
Learning gestures for customizable human-computer interaction in the operating room
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Keep breathing! common motion helps multi-modal mapping
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Targeted optical biopsies for surveillance endoscopies
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Manifold ranking-based locality preserving projections
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
Random forest-based manifold learning for classification of imaging data in dementia
MLMI'11 Proceedings of the Second international conference on Machine learning in medical imaging
Computer-aided detection of polyps in CT colonography with pixel-based machine learning techniques
MLMI'11 Proceedings of the Second international conference on Machine learning in medical imaging
A nonparametric classification method based on K-associated graphs
Information Sciences: an International Journal
Graph optimization for dimensionality reduction with sparsity constraints
Pattern Recognition
Towards feature selection in network
Proceedings of the 20th ACM international conference on Information and knowledge management
Coarse-to-fine classification via parametric and nonparametric models for computer-aided diagnosis
Proceedings of the 20th ACM international conference on Information and knowledge management
Computer Vision and Image Understanding
Expert Systems with Applications: An International Journal
Spectral clustering: A semi-supervised approach
Neurocomputing
Class mean embedding for face recognition
Artificial Intelligence Review
Biased metric learning for person-independent head pose estimation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
An effective double-bounded tree-connected Isomap algorithm for microarray data classification
Pattern Recognition Letters
Elements of geometry processing
SIGGRAPH Asia 2011 Courses
Anisotropic $\alpha$-Kernels and Associated Flows
SIAM Journal on Imaging Sciences
A Topological View of Unsupervised Learning from Noisy Data
SIAM Journal on Computing
Underdetermined Sparse Blind Source Separation of Nonnegative and Partially Overlapped Data
SIAM Journal on Scientific Computing
Locally adaptive nonlinear dimensionality reduction
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Video semantic concept detection using multi-modality subspace correlation propagation
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Nearest-neighbor classifier motivated marginal discriminant projections for face recognition
Frontiers of Computer Science in China
Trace formula analysis of graphs
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Graph embedding using commute time
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Semi-supervised classification with active query selection
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
A leave-k-out cross-validation scheme for unsupervised kernel regression
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Spline embedding for nonlinear dimensionality reduction
ECML'06 Proceedings of the 17th European conference on Machine Learning
Building a sparse kernel classifier on riemannian manifold
VSMM'06 Proceedings of the 12th international conference on Interactive Technologies and Sociotechnical Systems
Find the intrinsic space for multiclass classification
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
Riemannian manifold learning for nonlinear dimensionality reduction
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Robust multi-body motion tracking using commute time clustering
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Local homology transfer and stratification learning
Proceedings of the twenty-third annual ACM-SIAM symposium on Discrete Algorithms
Regularized semi-supervised classification on manifold
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Acquisition of articulated human body models using multiple cameras
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
An incremental nonlinear dimensionality reduction algorithm based on ISOMAP
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Uniform convergence of adaptive graph-based regularization
COLT'06 Proceedings of the 19th annual conference on Learning Theory
Analysis of event-related fMRI data using diffusion maps
IPMI'05 Proceedings of the 19th international conference on Information Processing in Medical Imaging
Robust linearly optimized discriminant analysis
Neurocomputing
Kernel discriminant analysis for regression problems
Pattern Recognition
Learning semantic features for action recognition via diffusion maps
Computer Vision and Image Understanding
Learning from pairwise constraints by Similarity Neural Networks
Neural Networks
A spectral clustering technique for studying post-transplant kidney functions
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
A novel dimension reduction procedure for searching non-gaussian subspaces
ICA'06 Proceedings of the 6th international conference on Independent Component Analysis and Blind Signal Separation
Combining label information and neighborhood graph for semi-supervised learning
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Spectral clustering with discriminant cuts
Knowledge-Based Systems
On the relation of slow feature analysis and laplacian eigenmaps
Neural Computation
Activity recognition via classification constrained diffusion maps
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
Laplacian co-hashing of terms and documents
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Dimensionality reduction for semi-supervised face recognition
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Dimensionality reduction: beyond the Johnson-Lindenstrauss bound
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
Commute time guided transformation for feature extraction
Computer Vision and Image Understanding
Structured sparse linear graph embedding
Neural Networks
Pattern Recognition Letters
Nonlinear dimensionality reduction using circuit models
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Boosting multiple classifiers constructed by hybrid discriminant analysis
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Approximating a gram matrix for improved kernel-based learning
COLT'05 Proceedings of the 18th annual conference on Learning Theory
Towards a theoretical foundation for laplacian-based manifold methods
COLT'05 Proceedings of the 18th annual conference on Learning Theory
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
Selection of the optimal parameter value for the ISOMAP algorithm
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Improvement of data visualization based on ISOMAP
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Learning bundle manifold by double neighborhood graphs
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Spectral clustering on manifolds with statistical and geometrical similarity
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
Semi-supervised wavelet shrinkage
Computational Statistics & Data Analysis
University of chicago at CLEF2004: cross-language text and spoken document retrieval
CLEF'04 Proceedings of the 5th conference on Cross-Language Evaluation Forum: multilingual Information Access for Text, Speech and Images
A general framework for dimensionality-reducing data visualization mapping
Neural Computation
ISBRA'10 Proceedings of the 6th international conference on Bioinformatics Research and Applications
An adaptive solution for intra-operative gesture-based human-machine interaction
Proceedings of the 2012 ACM international conference on Intelligent User Interfaces
Kernel ridge regression for out-of-sample mapping in supervised manifold learning
Expert Systems with Applications: An International Journal
Kernel laplacian eigenmaps for visualization of non-vectorial data
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Exemplar based laplacian discriminant projection
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part II
Multiple manifold learning by nonlinear dimensionality reduction
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Discriminant sparse neighborhood preserving embedding for face recognition
Pattern Recognition
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Distance images and intermediate-level vision
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
Multi-view laplacian support vector machines
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
User graph regularized pairwise matrix factorization for item recommendation
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
Graph based k-means clustering
Signal Processing
Interactive cartoon reusing by transfer learning
Signal Processing
Foundations and Trends® in Computer Graphics and Vision
Optimizing multimedia retrieval using multimodal fusion and relevance feedback techniques
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Gene Classification Using Parameter-Free Semi-Supervised Manifold Learning
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Feature Extraction Using a Complete Kernel Extension of Supervised Graph Embedding
Neural Processing Letters
Face recognition using discriminant sparsity neighborhood preserving embedding
Knowledge-Based Systems
Image classification by multimodal subspace learning
Pattern Recognition Letters
Pattern Recognition Letters
Sensor network localization by eigenvector synchronization over the euclidean group
ACM Transactions on Sensor Networks (TOSN)
A tree-based regressor that adapts to intrinsic dimension
Journal of Computer and System Sciences
On nonlinear dimensionality reduction for face recognition
Image and Vision Computing
Diffusion maps for the description of meteorological data
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
l1-Graph based community detection in online social networks
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Face recognition using Elasticfaces
Pattern Recognition
Feature selection via joint embedding learning and sparse regression
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Jointly learning data-dependent label and locality-preserving projections
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Source-selection-free transfer learning
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Enhanced semi-supervised local Fisher discriminant analysis for face recognition
Future Generation Computer Systems
Multi-scale gist feature manifold for building recognition
Neurocomputing
A Laplacian spectral method in phase I analysis of profiles
Applied Stochastic Models in Business and Industry
Natural metrics and least-committed priors for articulated tracking
Image and Vision Computing
Histology image analysis for carcinoma detection and grading
Computer Methods and Programs in Biomedicine
Transductive Bayesian regression via manifold learning of prior data structure
Expert Systems with Applications: An International Journal
A unifying probabilistic perspective for spectral dimensionality reduction: insights and new models
The Journal of Machine Learning Research
Feature-Preserving Reconstruction of Singular Surfaces
Computer Graphics Forum
Cervical cell classification based exclusively on nucleus features
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
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
Modeling and monitoring of multimodes process
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
Data-based modeling and monitoring for multimode processes using local tangent space alignment
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
AWESOM: automatic discrete partitioning of indoor spaces for wifi fingerprinting
Pervasive'12 Proceedings of the 10th international conference on Pervasive Computing
Modified UDP-Based semi-supervised learning for fruit internal quality detection
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
Self-taught dimensionality reduction on the high-dimensional small-sized data
Pattern Recognition
Proceedings of the 5th ACM workshop on Security and artificial intelligence
An improved SIFT matching algorithm based on locality preserving projection LPP
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Joint geometry and variability for image recognition
Neurocomputing
Neurocomputing
Using data mining to enable integration of wind resources on the power grid
Statistical Analysis and Data Mining
Improved locally linear embedding by cognitive geometry
LSMS'07 Proceedings of the 2007 international conference on Life System Modeling and Simulation
Neighborhood preserving hashing for fast similarity search
Proceedings of the 20th ACM international conference on Multimedia
k nearest neighbor using ensemble clustering
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
A feature space alignment learning algorithm
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Graph degree linkage: agglomerative clustering on a directed graph
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Dual-force metric learning for robust distracter-resistant tracker
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Efficient optimization for low-rank integrated bilinear classifiers
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Online moving camera background subtraction
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Efficient similarity derived from kernel-based transition probability
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Hierarchical manifold learning
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Adjacency matrix construction using sparse coding for label propagation
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Pose-invariant face recognition in videos for human-machine interaction
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Pavement distress image recognition based on multilayer autoencoders
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Sparse discriminating neighborhood preserving embedding
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Diffusion maps and local models for wind power prediction
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Sparse methods for biomedical data
ACM SIGKDD Explorations Newsletter
Out-of-plane motion compensation in cine-MRI
MICCAI'12 Proceedings of the 4th international conference on Abdominal Imaging: computational and clinical applications
Topological landscape ensembles for visualization of scalar-valued functions
EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
Piecewise laplacian-based projection for interactive data exploration and organization
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
Error-correcting output codes based ensemble feature extraction
Pattern Recognition
Personal and Ubiquitous Computing
Enhanced eigenspace separation transform for classification
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Video manifold modelling: finding the right parameter settings for anomaly detection
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Supervised isomap based on pairwise constraints
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
Manifold regularized multi-task learning
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Stability of dimensionality reduction methods applied on artificial hyperspectral images
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
3D shape classification using commute time
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
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
Modified divergences for Gaussian densities
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Human action recognition in video by fusion of structural and spatio-temporal features
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
Increasing reliability of protein interactome by fast manifold embedding
Pattern Recognition Letters
Dependence maps, a dimensionality reduction with dependence distance for high-dimensional data
Data Mining and Knowledge Discovery
The kernel semi-least squares method for sparse distance approximation
Neural Computation
Image Dimensionality Reduction Based on the Intrinsic Dimension and Parallel Genetic Algorithm
International Journal of Cognitive Informatics and Natural Intelligence
A Semi-Supervised Metric Learning for Content-Based Image Retrieval
International Journal of Computer Vision and Image Processing
Robust integrated locally linear embedding
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Multi-resolutive sparse approximations of d-dimensional data
Computer Vision and Image Understanding
Human action segmentation and classification based on the Isomap algorithm
Multimedia Tools and Applications
wFEM heat kernel: Discretization and applications to shape analysis and retrieval
Computer Aided Geometric Design
Multiple kernel local Fisher discriminant analysis for face recognition
Signal Processing
Ordinal regularized manifold feature extraction for image ranking
Signal Processing
Dimensionality reduction by low-rank embedding
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Learning compact representation for image with tensor manifold perspective
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Feature extraction using two-dimensional neighborhood margin and variation embedding
Computer Vision and Image Understanding
EvoBIO'13 Proceedings of the 11th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Transfer joint embedding for cross-domain named entity recognition
ACM Transactions on Information Systems (TOIS)
Towards the Optimal Discriminant Subspace
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Toward finding hidden communities based on user profile
Journal of Intelligent Information Systems
Random walk distances in data clustering and applications
Advances in Data Analysis and Classification
Social event detection with robust high-order co-clustering
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Clustering documents with labeled and unlabeled documents using fuzzy semi-Kmeans
Fuzzy Sets and Systems
Sparse non Gaussian component analysis by semidefinite programming
Machine Learning
A regularized graph layout framework for dynamic network visualization
Data Mining and Knowledge Discovery
Constrained spectral embedding for K-way data clustering
Pattern Recognition Letters
Statistical framework for facial pose classification
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
Modeling hidden topics with dual local consistency for image analysis
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Automatic webcam-based human heart rate measurements using laplacian eigenmap
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
SIFT on manifold: An intrinsic description
Neurocomputing
ACM Transactions on Interactive Intelligent Systems (TiiS)
Efficiency investigation of manifold matching for text document classification
Pattern Recognition Letters
Global structure constrained local shape prior estimation for medical image segmentation
Computer Vision and Image Understanding
Statistical shape model for manifold regularization: Gleason grading of prostate histology
Computer Vision and Image Understanding
Structure preserving non-negative matrix factorization for dimensionality reduction
Computer Vision and Image Understanding
Manifold regularization and semi-supervised learning: some theoretical analyses
The Journal of Machine Learning Research
Regularization-free principal curve estimation
The Journal of Machine Learning Research
High efficiency and quality: large graphs matching
The VLDB Journal — The International Journal on Very Large Data Bases
Fuzzy spectral clustering by PCCA+: application to Markov state models and data classification
Advances in Data Analysis and Classification
Proceedings of the 2013 Conference on Eye Tracking South Africa
Parameterless Local Discriminant Embedding
Neural Processing Letters
SMI 2013: Heat diffusion kernel and distance on surface meshes and point sets
Computers and Graphics
A unified framework for multimodal retrieval
Pattern Recognition
Nearest neighbour based social recommendation using heat diffusion
Proceedings of the 6th ACM India Computing Convention
Diffusion methods for wind power ramp detection
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Semi-Supervised learning using random walk limiting probabilities
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
Iso-parametric tool-path planning for point clouds
Computer-Aided Design
Robust frontal view search using extended manifold learning
Journal of Visual Communication and Image Representation
UsageQoS: Estimating the QoS of Web Services through Online User Communities
ACM Transactions on the Web (TWEB)
Embedding new observations via sparse-coding for non-linear manifold learning
Pattern Recognition
Data visualization for asymmetric relations
Neurocomputing
Adaptive loss minimization for semi-supervised elastic embedding
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Manifold alignment preserving global geometry
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Semi-supervised learning with manifold fitted graphs
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Parametric local multimodal hashing for cross-view similarity search
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Manifold alignment based on sparse local structures of more corresponding pairs
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Surface- and volume-based techniques for shape modeling and analysis
SIGGRAPH Asia 2013 Courses
Computer Vision and Image Understanding
Learning graph laplacian for image segmentation
Transactions on Computational Science XIX
Visualizing brand associations from web community photos
Proceedings of the 7th ACM international conference on Web search and data mining
Dimensionality reduction with adaptive graph
Frontiers of Computer Science: Selected Publications from Chinese Universities
A generative model and a generalized trust region Newton method for noise reduction
Computational Optimization and Applications
A robust algorithm for template curve estimation based on manifold embedding
Computational Statistics & Data Analysis
Isometric sliced inverse regression for nonlinear manifold learning
Statistics and Computing
Joint view-identity manifold for infrared target tracking and recognition
Computer Vision and Image Understanding
Expert Systems with Applications: An International Journal
On the convergence of maximum variance unfolding
The Journal of Machine Learning Research
Construction of approximation spaces for reinforcement learning
The Journal of Machine Learning Research
Shape classification by manifold learning in multiple observation spaces
Information Sciences: an International Journal
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
Local maximal margin discriminant embedding for face recognition
Journal of Visual Communication and Image Representation
A multimedia presentation system using a 3D gesture interface in museums
Multimedia Tools and Applications
A re-coloring approach for graph b-coloring based clustering
International Journal of Knowledge-based and Intelligent Engineering Systems
| Hi-index | 0.09 |
One of the central problems in machine learning and pattern recognition is to develop appropriate representations for complex data. We consider the problem of constructing a representation for data lying on a low-dimensional manifold embedded in a high-dimensional space. Drawing on the correspondence between the graph Laplacian, the Laplace Beltrami operator on the manifold, and the connections to the heat equation, we propose a geometrically motivated algorithm for representing the high-dimensional data. The algorithm provides a computationally efficient approach to nonlinear dimensionality reduction that has locality-preserving properties and a natural connection to clustering. Some potential applications and illustrative examples are discussed.