2025
Learnable Transform-Assisted Tensor Decomposition for Spatio-Irregular Multidimensional Data Recovery.
ACM Trans. Knowl. Discov. Data, January, 2025
Curvature-Guided Color Image Restoration by Saturation-Value Total Variation.
J. Math. Imaging Vis., January, 2025
Solving Quadratic Systems With Full-Rank Matrices Using Sparse or Generative Priors.
IEEE Trans. Signal Process., 2025
A New Cross-Space Total Variation Regularization Model for Color Image Restoration With Quaternion Blur Operator.
IEEE Trans. Image Process., 2025
Multispectral Image Restoration by Generalized Opponent Transformation Total Variation.
SIAM J. Imaging Sci., 2025
Robust Tensor Completion from Uniformly Dithered One-Bit Observations.
SIAM J. Imaging Sci., 2025
Bilateral Tensor Low-Rank Representation for Insufficient Observed Samples in Multidimensional Image Clustering and Recovery.
SIAM J. Imaging Sci., 2025
Quaternion Nuclear Norm Minus Frobenius Norm Minimization for color image reconstruction.
Pattern Recognit., 2025
2024
A New Brain Network Construction Paradigm for Brain Disorder via Diffusion-Based Graph Contrastive Learning.
IEEE Trans. Pattern Anal. Mach. Intell., December, 2024
Nonnegative low multi-rank third-order tensor approximation via transformation.
Numer. Linear Algebra Appl., December, 2024
Fast Global Image Smoothing via Quasi Weighted Least Squares.
Int. J. Comput. Vis., December, 2024
Enhancing cross-subject emotion recognition precision through unimodal EEG: a novel emotion preceptor model.
Brain Informatics, December, 2024
Eigenimage2Eigenimage (E2E): A Self-Supervised Deep Learning Network for Hyperspectral Image Denoising.
IEEE Trans. Neural Networks Learn. Syst., November, 2024
A generalized alternating direction implicit method for consensus optimization: application to distributed sparse logistic regression.
J. Glob. Optim., November, 2024
FastHGNN: A New Sampling Technique for Learning with Hypergraph Neural Networks.
ACM Trans. Knowl. Discov. Data, September, 2024
TLS-MWP: A Tensor-Based Long- and Short-Range Convolution for Multiple Weather Prediction.
IEEE Trans. Circuits Syst. Video Technol., September, 2024
High-order proximity and relation analysis for cross-network heterogeneous node classification.
Mach. Learn., September, 2024
Augmented Lagrangian method for tensor low-rank and sparsity models in multi-dimensional image recovery.
Adv. Comput. Math., August, 2024
Learning Hierarchical Preferences for Recommendation With Mixture Intention Neural Stochastic Processes.
IEEE Trans. Knowl. Data Eng., July, 2024
A τ-Preconditioner for Space Fractional Diffusion Equation with Non-separable Variable Coefficients.
J. Sci. Comput., July, 2024
Low-Rank Tensor Function Representation for Multi-Dimensional Data Recovery.
IEEE Trans. Pattern Anal. Mach. Intell., May, 2024
Randomized low rank approximation for nonnegative pure quaternion matrices.
Appl. Math. Lett., April, 2024
Deep learning based source reconstruction method using asymmetric encoder-decoder structure and physics-induced loss.
J. Comput. Appl. Math., March, 2024
Collaborative contrastive learning for hypergraph node classification.
Pattern Recognit., February, 2024
Spectral algorithms for learning with dependent observations.
J. Comput. Appl. Math., February, 2024
Stability and Generalization of Hypergraph Collaborative Networks.
Mach. Intell. Res., February, 2024
Simplicial Complex Neural Networks.
IEEE Trans. Pattern Anal. Mach. Intell., January, 2024
Feature Matching Machine for Cold-Start Recommendation.
IEEE Trans. Serv. Comput., 2024
Quantizing Heavy-Tailed Data in Statistical Estimation: (Near) Minimax Rates, Covariate Quantization, and Uniform Recovery.
IEEE Trans. Inf. Theory, 2024
Eigen-CNN: Eigenimages Plus Eigennoise Level Maps Guided Network for Hyperspectral Image Denoising.
IEEE Trans. Geosci. Remote. Sens., 2024
FHDTIE: Fine-Grained Heterogeneous Data Fusion for Tropical Cyclone Intensity Estimation.
IEEE Trans. Geosci. Remote. Sens., 2024
Nonnegative Matrix Functional Factorization for Hyperspectral Unmixing With Nonuniform Spectral Sampling.
IEEE Trans. Geosci. Remote. Sens., 2024
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2024
Fixed-Point Convergence of Multi-Block PnP ADMM and Its Application to Hyperspectral Image Restoration.
IEEE Trans. Computational Imaging, 2024
Cyclic tensor singular value decomposition with applications in low-rank high-order tensor recovery.
Signal Process., 2024
Block-Diagonalization of Quaternion Circulant Matrices with Applications.
SIAM J. Matrix Anal. Appl., 2024
An Inexact Majorized Proximal Alternating Direction Method of Multipliers for Diffusion Tensors.
SIAM J. Imaging Sci., 2024
Regularized CNN with Geodesic Active Contour and Edge Predictor for Image Segmentation.
SIAM J. Imaging Sci., 2024
Stochastic Variance Reduced Gradient for Affine Rank Minimization Problem.
SIAM J. Imaging Sci., 2024
Uniform Recovery Guarantees for Quantized Corrupted Sensing Using Structured or Generative Priors.
SIAM J. Imaging Sci., 2024
Transferable graph auto-encoders for cross-network node classification.
Pattern Recognit., 2024
Low-Rank Tensor Learning by Generalized Nonconvex Regularization.
CoRR, 2024
DAPE V2: Process Attention Score as Feature Map for Length Extrapolation.
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CoRR, 2024
Robust Instance Optimal Phase-Only Compressed Sensing.
CoRR, 2024
Non-Negative Reduced Biquaternion Matrix Factorization with Applications in Color Face Recognition.
CoRR, 2024
Hyperspectral and multispectral image fusion with arbitrary resolution through self-supervised representations.
CoRR, 2024
Data Valuation by Leveraging Global and Local Statistical Information.
CoRR, 2024
CAPE: Context-Adaptive Positional Encoding for Length Extrapolation.
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CoRR, 2024
A One-step Image Retargeing Algorithm Based on Conformal Energy.
CoRR, 2024
On the Expressive Power of a Variant of the Looped Transformer.
CoRR, 2024
GSTRPCA: irregular tensor singular value decomposition for single-cell multi-omics data clustering.
Briefings Bioinform., 2024
Deep image prior and weighted anisotropic-isotropic total variation regularization for solving linear inverse problems.
Appl. Math. Comput., 2024
DAPE: Data-Adaptive Positional Encoding for Length Extrapolation.
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Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
Multi-modal Mood Reader: Pre-trained Model Empowers Cross-Subject Emotion Recognition.
Proceedings of the Neural Computing for Advanced Applications, 2024
Exploiting Geometry for Treatment Effect Estimation via Optimal Transport.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024
An Optimal Transport View for Subspace Clustering and Spectral Clustering.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024
2023
Approximating Probability Distributions by Using Wasserstein Generative Adversarial Networks.
SIAM J. Math. Data Sci., December, 2023
\(\boldsymbol{L_1-\beta L_q}\) Minimization for Signal and Image Recovery.
SIAM J. Imaging Sci., December, 2023
Tangent Space Based Alternating Projections for Nonnegative Low Rank Matrix Approximation.
IEEE Trans. Knowl. Data Eng., November, 2023
Uniform Exact Reconstruction of Sparse Signals and Low-Rank Matrices From Phase-Only Measurements.
IEEE Trans. Inf. Theory, October, 2023
Deep Neural Networks for Solving Large Linear Systems Arising from High-Dimensional Problems.
SIAM J. Sci. Comput., October, 2023
Transfer Learning With Singular Value Decomposition of Multichannel Convolution Matrices.
Neural Comput., October, 2023
Coseparable Nonnegative Matrix Factorization.
SIAM J. Matrix Anal. Appl., September, 2023
Separable Quaternion Matrix Factorization for Polarization Images.
SIAM J. Imaging Sci., September, 2023
A Learnable Group-Tube Transform Induced Tensor Nuclear Norm and Its Application for Tensor Completion.
SIAM J. Imaging Sci., September, 2023
Spherical Image Inpainting with Frame Transformation and Data-Driven Prior Deep Networks.
SIAM J. Imaging Sci., September, 2023
FastHyMix: Fast and Parameter-Free Hyperspectral Image Mixed Noise Removal.
IEEE Trans. Neural Networks Learn. Syst., August, 2023
Morphological Feature Visualization of Alzheimer's Disease via Multidirectional Perception GAN.
IEEE Trans. Neural Networks Learn. Syst., August, 2023
High Dimensional Statistical Estimation Under Uniformly Dithered One-Bit Quantization.
IEEE Trans. Inf. Theory, August, 2023
Signal Reconstruction from Phase-Only Measurements: Uniqueness Condition, Minimal Measurement Number and Beyond.
SIAM J. Appl. Math., August, 2023
Adversarial Auto-encoder Domain Adaptation for Cold-start Recommendation with Positive and Negative Hypergraphs.
ACM Trans. Inf. Syst., April, 2023
Multi-relational graph convolutional networks: Generalization guarantees and experiments.
Neural Networks, April, 2023
Hypergraph Collaborative Network on Vertices and Hyperedges.
IEEE Trans. Pattern Anal. Mach. Intell., March, 2023
Tucker network: Expressive power and comparison.
Neural Networks, March, 2023
Dictionary Learning With Low-Rank Coding Coefficients for Tensor Completion.
IEEE Trans. Neural Networks Learn. Syst., February, 2023
A τ-preconditioner for a non-symmetric linear system arising from multi-dimensional Riemann-Liouville fractional diffusion equation.
Numer. Algorithms, January, 2023
Quantized Low-Rank Multivariate Regression With Random Dithering.
IEEE Trans. Signal Process., 2023
Phase Retrieval of Quaternion Signal via Wirtinger Flow.
IEEE Trans. Signal Process., 2023
Cold-Start Next-Item Recommendation by User-Item Matching and Auto-Encoders.
IEEE Trans. Serv. Comput., 2023
Cross-Track Illumination Correction for Hyperspectral Pushbroom Sensor Images Using Low-Rank and Sparse Representations.
IEEE Trans. Geosci. Remote. Sens., 2023
A Self-Supervised Deep Denoiser for Hyperspectral and Multispectral Image Fusion.
IEEE Trans. Geosci. Remote. Sens., 2023
Nonnegative low rank tensor approximations with multidimensional image applications.
Numerische Mathematik, 2023
A New Matrix Maximization Model for Computing Ratios of Generalized Singular Values from High-Order GSVD.
J. Sci. Comput., 2023
Quadrature rule based discovery of dynamics by data-driven denoising.
J. Comput. Phys., 2023
Riemannian conjugate gradient descent method for fixed multi rank third-order tensor completion.
J. Comput. Appl. Math., 2023
Solving Quadratic Systems with Full-Rank Matrices Using Sparse or Generative Priors.
CoRR, 2023
A Parameter-Free Two-Bit Covariance Estimator with Improved Operator Norm Error Rate.
CoRR, 2023
Block Diagonalization of Quaternion Circulant Matrices with Applications to Quaternion Tensor Singular Value Decomposition.
CoRR, 2023
Graph embedded dynamic mode decomposition for stock price prediction.
Algorithmic Finance, 2023
A Unified Framework for Uniform Signal Recovery in Nonlinear Generative Compressed Sensing.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Doubly Intention Learning for Cold-start Recommendation with Uncertainty-aware Stochastic Meta Process.
Proceedings of the 31st ACM International Conference on Multimedia, 2023
On Reinforcement Learning in Stabilizability of Probabilistic Boolean Control Networks.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2023
Gradient Descent Finds the Global Optima of Two-Layer Physics-Informed Neural Networks.
Proceedings of the International Conference on Machine Learning, 2023
Transferable Feature Selection for Unsupervised Domain Adaptation : Extended Abstract.
Proceedings of the 39th IEEE International Conference on Data Engineering, 2023
Iterative Refinement for Multi-Source Visual Domain Adaptation (Extended abstract).
Proceedings of the 39th IEEE International Conference on Data Engineering, 2023
A Tensor-based Markov Chain Model for Heterogeneous Information Network Collective Classification : Extended abstract.
Proceedings of the 39th IEEE International Conference on Data Engineering, 2023
Undetectable Attacks on Boolean Networks.
Proceedings of the 62nd IEEE Conference on Decision and Control, 2023
2022
A Spatial Color Compensation Model Using Saturation-Value Total Variation.
SIAM J. Imaging Sci., September, 2022
Color Image Inpainting via Robust Pure Quaternion Matrix Completion: Error Bound and Weighted Loss.
SIAM J. Imaging Sci., September, 2022
Knowledge Preserving and Distribution Alignment for Heterogeneous Domain Adaptation.
ACM Trans. Inf. Syst., 2022
Tensorizing GAN With High-Order Pooling for Alzheimer's Disease Assessment.
IEEE Trans. Neural Networks Learn. Syst., 2022
Quaternion-Based Dictionary Learning and Saturation-Value Total Variation Regularization for Color Image Restoration.
IEEE Trans. Multim., 2022
Transferable Feature Selection for Unsupervised Domain Adaptation.
IEEE Trans. Knowl. Data Eng., 2022
Iterative Refinement for Multi-Source Visual Domain Adaptation.
IEEE Trans. Knowl. Data Eng., 2022
A Tensor-Based Markov Chain Model for Heterogeneous Information Network Collective Classification.
IEEE Trans. Knowl. Data Eng., 2022
Hypergraph Convolution on Nodes-Hyperedges Network for Semi-Supervised Node Classification.
ACM Trans. Knowl. Discov. Data, 2022
Multiple Graphs and Low-Rank Embedding for Multi-Source Heterogeneous Domain Adaptation.
ACM Trans. Knowl. Discov. Data, 2022
Bayesian Additive Matrix Approximation for Social Recommendation.
ACM Trans. Knowl. Discov. Data, 2022
Sparse Nonnegative Tensor Factorization and Completion With Noisy Observations.
IEEE Trans. Inf. Theory, 2022
Tensor Completion via Complementary Global, Local, and Nonlocal Priors.
IEEE Trans. Image Process., 2022
Self-Supervised Nonlinear Transform-Based Tensor Nuclear Norm for Multi-Dimensional Image Recovery.
IEEE Trans. Image Process., 2022
Non-Local Robust Quaternion Matrix Completion for Large-Scale Color Image and Video Inpainting.
IEEE Trans. Image Process., 2022
Hy-Demosaicing: Hyperspectral Blind Reconstruction From Spectral Subsampling.
IEEE Trans. Geosci. Remote. Sens., 2022
Nonlocal Self-Similarity-Based Hyperspectral Remote Sensing Image Denoising With 3-D Convolutional Neural Network.
IEEE Trans. Geosci. Remote. Sens., 2022
Experimental Study on Generative Adversarial Network for Precipitation Nowcasting.
IEEE Trans. Geosci. Remote. Sens., 2022
Multiscale Feature Tensor Train Rank Minimization for Multidimensional Image Recovery.
IEEE Trans. Cybern., 2022
Deep Adaptive Basis Galerkin Method for High-Dimensional Evolution Equations With Oscillatory Solutions.
SIAM J. Sci. Comput., 2022
Deep Ritz Method for the Spectral Fractional Laplacian Equation Using the Caffarelli-Silvestre Extension.
SIAM J. Sci. Comput., 2022
Geometric Inexact Newton Method for Generalized Singular Values of Grassmann Matrix Pair.
SIAM J. Matrix Anal. Appl., 2022
Stable Image Reconstruction Using Transformed Total Variation Minimization.
SIAM J. Imaging Sci., 2022
Gaussian Patch Mixture Model Guided Low-Rank Covariance Matrix Minimization for Image Denoising.
SIAM J. Imaging Sci., 2022
Snow Parameters Inversion from Passive Microwave Remote Sensing Measurements by Deep Convolutional Neural Networks.
Sensors, 2022
Low Rank Tensor Completion With Poisson Observations.
IEEE Trans. Pattern Anal. Mach. Intell., 2022
A Generalized Framework for Edge-Preserving and Structure-Preserving Image Smoothing.
IEEE Trans. Pattern Anal. Mach. Intell., 2022
Robust tensor train component analysis.
Numer. Linear Algebra Appl., 2022
A new clustering algorithm for genes with multiple cancer diseases by self-consistent field iteration method.
Netw. Model. Anal. Health Informatics Bioinform., 2022
Hyperspectral Image Stripe Detection and Correction Using Gabor Filters and Subspace Representation.
IEEE Geosci. Remote. Sens. Lett., 2022
Deep neural network compression by Tucker decomposition with nonlinear response.
Knowl. Based Syst., 2022
Correction to: An Approximate Augmented Lagrangian Method for Nonnegative Low-Rank Matrix Approximation.
J. Sci. Comput., 2022
Wasserstein generative adversarial uncertainty quantification in physics-informed neural networks.
J. Comput. Phys., 2022
A Momentum Accelerated Adaptive Cubic Regularization Method for Nonconvex Optimization.
CoRR, 2022
Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer.
CoRR, 2022
Sparse Nonnegative Tucker Decomposition and Completion under Noisy Observations.
CoRR, 2022
Error Bound of Empirical 𝓁<sub>2</sub> Risk Minimization for Noisy Standard and Generalized Phase Retrieval Problems.
CoRR, 2022
HessianFR: An Efficient Hessian-based Follow-the-Ridge Algorithm for Minimax Optimization.
CoRR, 2022
Deep neural networks for solving extremely large linear systems.
CoRR, 2022
High Dimensional Statistical Estimation under One-bit Quantization.
CoRR, 2022
Cartoon and texture decomposition for color image in opponent color space.
Appl. Math. Comput., 2022
SVD-PINNs: Transfer Learning of Physics-Informed Neural Networks via Singular Value Decomposition.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2022
Approximate Secular Equations for the Cubic Regularization Subproblem.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Learning Intrinsic and Extrinsic Intentions for Cold-start Recommendation with Neural Stochastic Processes.
Proceedings of the MM '22: The 30th ACM International Conference on Multimedia, Lisboa, Portugal, October 10, 2022
2021
Social Recommendation With Learning Personal and Social Latent Factors.
IEEE Trans. Knowl. Data Eng., 2021
On Recovery of Sparse Signals With Prior Support Information via Weighted ℓₚ-Minimization.
IEEE Trans. Inf. Theory, 2021
Heterogeneous Domain Adaptation by Information Capturing and Distribution Matching.
IEEE Trans. Image Process., 2021
Multi-Dimensional Visual Data Completion via Low-Rank Tensor Representation Under Coupled Transform.
IEEE Trans. Image Process., 2021
Hyperspectral Image Denoising Based on Global and Nonlocal Low-Rank Factorizations.
IEEE Trans. Geosci. Remote. Sens., 2021
Joint Inversion of Audio-Magnetotelluric and Seismic Travel Time Data With Deep Learning Constraint.
IEEE Trans. Geosci. Remote. Sens., 2021
Orthogonal Nonnegative Tucker Decomposition.
SIAM J. Sci. Comput., 2021
An All-at-Once Preconditioner for Evolutionary Partial Differential Equations.
SIAM J. Sci. Comput., 2021
Incremental CP Tensor Decomposition by Alternating Minimization Method.
SIAM J. Matrix Anal. Appl., 2021
Low Rank Pure Quaternion Approximation for Pure Quaternion Matrices.
SIAM J. Matrix Anal. Appl., 2021
Structure Preserving Quaternion Generalized Minimal Residual Method.
SIAM J. Matrix Anal. Appl., 2021
Color Image Restoration by Saturation-Value Total Variation Regularization on Vector Bundles.
SIAM J. Imaging Sci., 2021
A Variational Model for Spatially Weighting in Image Fusion.
SIAM J. Imaging Sci., 2021
New Restricted Isometry Property Analysis for ℓ<sub>1-ℓ<sub>2</sub></sub> Minimization Methods.
SIAM J. Imaging Sci., 2021
Hyperspectral Image Mixed Noise Removal Using Subspace Representation and Deep CNN Image Prior.
Remote. Sens., 2021
An approximation method of CP rank for third-order tensor completion.
Numerische Mathematik, 2021
Preconditioning for symmetric positive definite systems in balanced fractional diffusion equations.
Numerische Mathematik, 2021
Joint Visual and Semantic Optimization for zero-shot learning.
Knowl. Based Syst., 2021
An Approximate Augmented Lagrangian Method for Nonnegative Low-Rank Matrix Approximation.
J. Sci. Comput., 2021
Robust Low Transformed Multi-Rank Tensor Methods for Image Alignment.
J. Sci. Comput., 2021
Image Completion and Blind Deconvolution: Model and Algorithm.
J. Sci. Comput., 2021
Interpretable Deep Generative Recommendation Models.
J. Mach. Learn. Res., 2021
A parallel-in-time two-sided preconditioning for all-at-once system from a non-local evolutionary equation with weakly singular kernel.
J. Comput. Phys., 2021
Robust low-rank tensor completion via transformed tensor nuclear norm with total variation regularization.
Neurocomputing, 2021
Multiple graph semi-supervised clustering with automatic calculation of graph associations.
Neurocomputing, 2021
Co-Separable Nonnegative Matrix Factorization.
CoRR, 2021
Approximation for Probability Distributions by Wasserstein GAN.
CoRR, 2021
Spectral analysis for preconditioning of multi-dimensional Riesz fractional diffusion equations.
CoRR, 2021
Two-stage image segmentation based on nonconvex ℓ2-ℓp approximation and thresholding.
Appl. Math. Comput., 2021
Sparsity reconstruction using nonconvex TGpV-shearlet regularization and constrained projection.
Appl. Math. Comput., 2021
2020
Robust Unsupervised Cross-modal Hashing for Multimedia Retrieval.
ACM Trans. Inf. Syst., 2020
New RIP Bounds for Recovery of Sparse Signals With Partial Support Information via Weighted ${\ell_{p}}$ -Minimization.
IEEE Trans. Inf. Theory, 2020
Domain-attention Conditional Wasserstein Distance for Multi-source Domain Adaptation.
ACM Trans. Intell. Syst. Technol., 2020
Structured Dictionary Learning for Image Denoising Under Mixed Gaussian and Impulse Noise.
IEEE Trans. Image Process., 2020
3D Point Cloud Denoising Using Graph Laplacian Regularization of a Low Dimensional Manifold Model.
IEEE Trans. Image Process., 2020
Framelet Representation of Tensor Nuclear Norm for Third-Order Tensor Completion.
IEEE Trans. Image Process., 2020
Multi-Domain Networks Association for Biological Data Using Block Signed Graph Clustering.
IEEE ACM Trans. Comput. Biol. Bioinform., 2020
Hyperspectral Mixed Noise Removal By $\ell _1$-Norm-Based Subspace Representation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020
Efficient Preconditioning for Time Fractional Diffusion Inverse Source Problems.
SIAM J. Matrix Anal. Appl., 2020
Hyperspectral Nonlinear Unmixing by Using Plug-and-Play Prior for Abundance Maps.
Remote. Sens., 2020
Patched-tube unitary transform for robust tensor completion.
Pattern Recognit., 2020
Decompositions of third-order tensors: HOSVD, T-SVD, and Beyond.
Numer. Linear Algebra Appl., 2020
Robust tensor completion using transformed tensor singular value decomposition.
Numer. Linear Algebra Appl., 2020
Geometric Knowledge Embedding for unsupervised domain adaptation.
Knowl. Based Syst., 2020
Nonconvex Optimization for Robust Tensor Completion from Grossly Sparse Observations.
J. Sci. Comput., 2020
Fast and High-Order Accuracy Numerical Methods for Time-Dependent Nonlocal Problems in ${\pmb {\mathbb {R}}}^2$.
J. Sci. Comput., 2020
Tensor Factorization with Total Variation and Tikhonov Regularization for Low-Rank Tensor Completion in Imaging Data.
J. Math. Imaging Vis., 2020
Fast algorithm with theoretical guarantees for constrained low-tubal-rank tensor recovery in hyperspectral images denoising.
Neurocomputing, 2020
Deep plug-and-play prior for low-rank tensor completion.
Neurocomputing, 2020
On O( max {n<sub>1</sub>, n<sub>2</sub>} log ( max {n<sub>1</sub>, n<sub>2</sub>} n<sub>3</sub>)) Sample Entries for n<sub>1</sub> × n<sub>2</sub> × n<sub>3</sub> Tensor Completion via Unitary Transformation.
CoRR, 2020
Image Denoising by Gaussian Patch Mixture Model and Low Rank Patches.
CoRR, 2020
Non-Local Robust Quaternion Matrix Completion for Large-Scale Color Images and Videos Inpainting.
CoRR, 2020
Nonnegative Low Rank Tensor Approximation and its Application to Multi-dimensional Images.
CoRR, 2020
Tensor train rank minimization with nonlocal self-similarity for tensor completion.
CoRR, 2020
New Formulation and Computation for Generalized Singular Values of Grassman Matrix Pair.
CoRR, 2020
Fast Alternating Projections on Manifolds Based on Tangent Spaces.
CoRR, 2020
Fast and High-order Accuracy Numerical Methods for Time-Dependent Nonlocal Problems in R<sup>2</sup>.
CoRR, 2020
Singular Vectors From Singular Values.
CoRR, 2020
Compressive total variation for image reconstruction and restoration.
Comput. Math. Appl., 2020
Nonnegative low rank matrix approximation for nonnegative matrices.
Appl. Math. Lett., 2020
Deep Reinforcement Active Learning for Medical Image Classification.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020
MR-GCN: Multi-Relational Graph Convolutional Networks based on Generalized Tensor Product.
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020
Cross-track Illumination Correction For Hyperspectral Pushbroom Sensors Using Total Variation and Sparsity Regularization.
Proceedings of the 11th IEEE Sensor Array and Multichannel Signal Processing Workshop, 2020
Self-Attention-Based Fully-Inception Networks for Continuous Sign Language Recognition.
Proceedings of the ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August 29 - September 8, 2020, 2020
2019
A Semisupervised Classification Approach for Multidomain Networks With Domain Selection.
IEEE Trans. Neural Networks Learn. Syst., 2019
Online Heterogeneous Transfer Learning by Knowledge Transition.
ACM Trans. Intell. Syst. Technol., 2019
Structural Similarity-Based Nonlocal Variational Models for Image Restoration.
IEEE Trans. Image Process., 2019
Tensor-Based Low-Dimensional Representation Learning for Multi-View Clustering.
IEEE Trans. Image Process., 2019
Sentiment Lexicon Construction With Hierarchical Supervision Topic Model.
IEEE ACM Trans. Audio Speech Lang. Process., 2019
Editorial: Welcome to Software Impacts.
Softw. Impacts, 2019
Hyperspectral image denoising with bilinear low rank matrix factorization.
Signal Process., 2019
Crank-Nicolson Alternative Direction Implicit Method for Space-Fractional Diffusion Equations with Nonseparable Coefficients.
SIAM J. Numer. Anal., 2019
A Corrected Tensor Nuclear Norm Minimization Method for Noisy Low-Rank Tensor Completion.
SIAM J. Imaging Sci., 2019
Color Image Restoration by Saturation-Value Total Variation.
SIAM J. Imaging Sci., 2019
A primal-dual method for the Meyer model of cartoon and texture decomposition.
Numer. Linear Algebra Appl., 2019
Robust quaternion matrix completion with applications to image inpainting.
Numer. Linear Algebra Appl., 2019
Sparse matrix computation for air quality forecast data assimilation.
Numer. Algorithms, 2019
Lanczos method for large-scale quaternion singular value decomposition.
Numer. Algorithms, 2019
Circulant preconditioners for a kind of spatial fractional diffusion equations.
Numer. Algorithms, 2019
Low-resolution image categorization via heterogeneous domain adaptation.
Knowl. Based Syst., 2019
A Fast Algorithm for Solving Linear Inverse Problems with Uniform Noise Removal.
J. Sci. Comput., 2019
A Peaceman-Rachford Splitting Method with Monotone Plus Skew-Symmetric Splitting for Nonlinear Saddle Point Problems.
J. Sci. Comput., 2019
Calibration of ϵ-insensitive loss in support vector machines regression.
J. Frankl. Inst., 2019
Bilinear Constraint based ADMM for Mixed Poisson-Gaussian Noise Removal.
CoRR, 2019
Robust Tensor Completion Using Transformed Tensor SVD.
CoRR, 2019
Tucker Decomposition Network: Expressive Power and Comparison.
CoRR, 2019
A Fast Algorithm for Cosine Transform Based Tensor Singular Value Decomposition.
CoRR, 2019
A fast solver for multidimensional time-space fractional diffusion equation with variable coefficients.
Comput. Math. Appl., 2019
A C-eigenvalue problem for tensors with applications to higher-order multivariate Markov chains.
Comput. Math. Appl., 2019
Image colorization by fusion of color transfers based on DFT and variance features.
Comput. Math. Appl., 2019
Molecular subtyping of cancer: current status and moving toward clinical applications.
Briefings Bioinform., 2019
On predicting epithelial mesenchymal transition by integrating RNA-binding proteins and correlation data via <i>L</i><sub>1/2</sub>-regularization method.
Artif. Intell. Medicine, 2019
Image colorization by using graph bi-Laplacian.
Adv. Comput. Math., 2019
Missing Data Reconstruction for Remote Sensing Images With Weighted Low-Rank Tensor Model.
IEEE Access, 2019
Robust Low-Tubal-Rank Tensor Completion via Convex Optimization.
Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019
Constrained Low-Tubal-Rank Tensor Recovery for Hyperspectral Images Mixed Noise Removal by Bilateral Random Projections.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
A Weighted Tensor Factorization Method for Low-Rank Tensor Completion.
Proceedings of the Fifth IEEE International Conference on Multimedia Big Data, 2019
Oversampling for Imbalanced Data via Optimal Transport.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019
2018
Online Heterogeneous Transfer by Hedge Ensemble of Offline and Online Decisions.
IEEE Trans. Neural Networks Learn. Syst., 2018
Orthogonal Nonnegative Matrix Factorization by Sparsity and Nuclear Norm Optimization.
SIAM J. Matrix Anal. Appl., 2018
Weighted variational model for selective image segmentation with application to medical images.
Pattern Recognit., 2018
Graph Spectral Image Processing.
Proc. IEEE, 2018
Symmetric orthogonal approximation to symmetric tensors with applications to image reconstruction.
Numer. Linear Algebra Appl., 2018
Multi-Instance Dimensionality Reduction via Sparsity and Orthogonality.
Neural Comput., 2018
A Fast Algorithm for Deconvolution and Poisson Noise Removal.
J. Sci. Comput., 2018
A Semi-smooth Newton Method for Inverse Problem with Uniform Noise.
J. Sci. Comput., 2018
Stability and Convergence Analysis of Finite Difference Schemes for Time-Dependent Space-Fractional Diffusion Equations with Variable Diffusion Coefficients.
J. Sci. Comput., 2018
Multiple graphs clustering by gradient flow method.
J. Frankl. Inst., 2018
Analysis of regularized least squares for functional linear regression model.
J. Complex., 2018
Discriminative tracking via supervised tensor learning.
Neurocomputing, 2018
Block principal component analysis for tensor objects with frequency or time information.
Neurocomputing, 2018
Multi-instance transfer metric learning by weighted distribution and consistent maximum likelihood estimation.
Neurocomputing, 2018
Structured Convex Optimization Method for Orthogonal Nonnegative Matrix Factorization.
Proceedings of the 24th International Conference on Pattern Recognition, 2018
Accumulated Relative Density Outlier Detection For Large Scale Traffic Data.
Proceedings of the Intelligent Robotics and Industrial Applications using Computer Vision 2018, Burlingame, CA, USA, January 28, 2018
Outlier Detection in Large-Scale Traffic Data by Regression Analysis.
Proceedings of the Intelligent Robotics and Industrial Applications using Computer Vision 2018, Burlingame, CA, USA, January 28, 2018
2017
MR-NTD: Manifold Regularization Nonnegative Tucker Decomposition for Tensor Data Dimension Reduction and Representation.
IEEE Trans. Neural Networks Learn. Syst., 2017
Multi-Label Classification by Semi-Supervised Singular Value Decomposition.
IEEE Trans. Image Process., 2017
An Adaptive Weighted Tensor Completion Method for the Recovery of Remote Sensing Images With Missing Data.
IEEE Trans. Geosci. Remote. Sens., 2017
Robust Data Assimilation Using L<sub>1</sub> and Huber Norms.
SIAM J. Sci. Comput., 2017
A Splitting Preconditioner for Toeplitz-Like Linear Systems Arising from Fractional Diffusion Equations.
SIAM J. Matrix Anal. Appl., 2017
Nonconvex-TV Based Image Restoration with Impulse Noise Removal.
SIAM J. Imaging Sci., 2017
Lattice-Based Patterned Fabric Inspection by Using Total Variation with Sparsity and Low-Rank Representations.
SIAM J. Imaging Sci., 2017
k-means clustering with outlier removal.
Pattern Recognit. Lett., 2017
A variational approach for restoring images corrupted by noisy blur kernels and additive noise.
Numer. Linear Algebra Appl., 2017
The uniqueness of multilinear PageRank vectors.
Numer. Linear Algebra Appl., 2017
Block spectral clustering methods for multiple graphs.
Numer. Linear Algebra Appl., 2017
Block spectral clustering for multiple graphs with inter-relation.
Netw. Model. Anal. Health Informatics Bioinform., 2017
Fast preconditioned iterative methods for finite volume discretization of steady-state space-fractional diffusion equations.
Numer. Algorithms, 2017
Block linear discriminant analysis for visual tensor objects with frequency or time information.
J. Vis. Commun. Image Represent., 2017
A multigrid method for linear systems arising from time-dependent two-dimensional space-fractional diffusion equations.
J. Comput. Phys., 2017
Parallel Active Subspace Decomposition for Scalable and Efficient Tensor Robust Principal Component Analysis.
CoRR, 2017
Exact Tensor Completion from Sparsely Corrupted Observations via Convex Optimization.
CoRR, 2017
A divide-and-conquer fast finite difference method for space-time fractional partial differential equation.
Comput. Math. Appl., 2017
Drug-target interaction prediction by integrating multiview network data.
Comput. Biol. Chem., 2017
Learning Discriminative Correlation Subspace for Heterogeneous Domain Adaptation.
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017
Miss data reconstruction in remote sensing images with a double weighted tensor low rank model.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Multi-scale-and-depth convolutional neural network for remote sensed imagery pan-sharpening.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Tensor Based Relations Ranking for Multi-relational Collective Classification.
Proceedings of the 2017 IEEE International Conference on Data Mining, 2017
2016
Learning Transferred Weights From Co-Occurrence Data for Heterogeneous Transfer Learning.
IEEE Trans. Neural Networks Learn. Syst., 2016
ML-FOREST: A Multi-Label Tree Ensemble Method for Multi-Label Classification.
IEEE Trans. Knowl. Data Eng., 2016
Multiplicative Noise and Blur Removal by Framelet Decomposition and l<sub>1</sub>-Based L-Curve Method.
IEEE Trans. Image Process., 2016
MultiVCRank With Applications to Image Retrieval.
IEEE Trans. Image Process., 2016
Convex regularized inverse filtering methods for blind image deconvolution.
Signal Image Video Process., 2016
Incremental Regularized Least Squares for Dimensionality Reduction of Large-Scale Data.
SIAM J. Sci. Comput., 2016
Fast Iterative Solvers for Linear Systems Arising from Time-Dependent Space-Fractional Diffusion Equations.
SIAM J. Sci. Comput., 2016
Phase Retrieval from Incomplete Magnitude Information via Total Variation Regularization.
SIAM J. Sci. Comput., 2016
A cartoon-plus-texture image decomposition model for blind deconvolution.
Multidimens. Syst. Signal Process., 2016
A spatially variant total variational model for chromatic aberration correction.
J. Vis. Commun. Image Represent., 2016
An image pixel based variational model for histogram equalization.
J. Vis. Commun. Image Represent., 2016
Disintermediator or another intermediary? E-simulation platform for professional legal education at University of Hong Kong.
Eur. J. Law Technol., 2016
A fast accurate approximation method with multigrid solver for two-dimensional fractional sub-diffusion equation.
J. Comput. Phys., 2016
A discriminative and sparse topic model for image classification and annotation.
Image Vis. Comput., 2016
A fast Markov chain based algorithm for MIML learning.
Neurocomputing, 2016
Gene-microRNA network module analysis for ovarian cancer.
BMC Syst. Biol., 2016
2015
Incremental Linear Discriminant Analysis: A Fast Algorithm and Comparisons.
IEEE Trans. Neural Networks Learn. Syst., 2015
Robust and Non-Negative Collective Matrix Factorization for Text-to-Image Transfer Learning.
IEEE Trans. Image Process., 2015
On the Convergence of Nonconvex Minimization Methods for Image Recovery.
IEEE Trans. Image Process., 2015
Alternating Direction Method of Multipliers for Nonlinear Image Restoration Problems.
IEEE Trans. Image Process., 2015
Functional Module Analysis for Gene Coexpression Networks with Network Integration.
IEEE ACM Trans. Comput. Biol. Bioinform., 2015
Subspace clustering with automatic feature grouping.
Pattern Recognit., 2015
Subspace clustering using affinity propagation.
Pattern Recognit., 2015
Some bounds for the spectral radius of nonnegative tensors.
Numerische Mathematik, 2015
Dedication to Robert J. Plemmons.
Numer. Linear Algebra Appl., 2015
Median filtering-based methods for static background extraction from surveillance video.
Numer. Linear Algebra Appl., 2015
Total variation based tensor decomposition for multi-dimensional data with time dimension.
Numer. Linear Algebra Appl., 2015
Multiple networks modules identification by a multi-dimensional Markov chain method.
Netw. Model. Anal. Health Informatics Bioinform., 2015
A contrast maximization method for color-to-grayscale conversion.
Multidimens. Syst. Signal Process., 2015
Tone mapping for high-dynamic-range images using localized gamma correction.
J. Electronic Imaging, 2015
A fast direct method for block triangular Toeplitz-like with tri-diagonal block systems from time-fractional partial differential equations.
J. Comput. Phys., 2015
Semi-supervised low-rank mapping learning for multi-label classification.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015
2014
Reducing Artifacts in JPEG Decompression Via a Learned Dictionary.
IEEE Trans. Signal Process., 2014
MultiComm: Finding Community Structurein Multi-Dimensional Networks.
IEEE Trans. Knowl. Data Eng., 2014
Sparse Label-Indicator Optimization Methods for Image Classification.
IEEE Trans. Image Process., 2014
Patterned Fabric Inspection and Visualization by the Method of Image Decomposition.
IEEE Trans Autom. Sci. Eng., 2014
Preconditioning Techniques for Diagonal-times-Toeplitz Matrices in Fractional Diffusion Equations.
SIAM J. Sci. Comput., 2014
Weighted Toeplitz Regularized Least Squares Computation for Image Restoration.
SIAM J. Sci. Comput., 2014
Birkhoff-von Neumann Theorem for Multistochastic Tensors.
SIAM J. Matrix Anal. Appl., 2014
A New Convex Optimization Model for Multiplicative Noise and Blur Removal.
SIAM J. Imaging Sci., 2014
A Variational Approach for Image Decolorization by Variance Maximization.
SIAM J. Imaging Sci., 2014
ForesTexter: An efficient random forest algorithm for imbalanced text categorization.
Knowl. Based Syst., 2014
Multi-label collective classification via Markov chain based learning method.
Knowl. Based Syst., 2014
On condition numbers of the spectral projections associated with periodic eigenproblems.
J. Comput. Appl. Math., 2014
Cotransfer Learning Using Coupled Markov Chains with Restart.
IEEE Intell. Syst., 2014
Collective prediction of protein functions from protein-protein interaction networks.
BMC Bioinform., 2014
Feature weight estimation for gene selection: a local hyperlinear learning approach.
BMC Bioinform., 2014
The Perturbation Bound for the Spectral Radius of a Nonnegative Tensor.
Adv. Numer. Anal., 2014
Mixed-Transfer: Transfer Learning over Mixed Graphs.
Proceedings of the 2014 SIAM International Conference on Data Mining, 2014
2013
Dictionary Learning-Based Subspace Structure Identification in Spectral Clustering.
IEEE Trans. Neural Networks Learn. Syst., 2013
Transductive Multilabel Learning via Label Set Propagation.
IEEE Trans. Knowl. Data Eng., 2013
Coupled Variational Image Decomposition and Restoration Model for Blurred Cartoon-Plus-Texture Images With Missing Pixels.
IEEE Trans. Image Process., 2013
Deblurring and Sparse Unmixing for Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2013
Total Variation Structured Total Least Squares Method for Image Restoration.
SIAM J. Sci. Comput., 2013
On 퓁<sub>1</sub> Data Fitting and Concave Regularization for Image Recovery.
SIAM J. Sci. Comput., 2013
A Variational Histogram Equalization Method for Image Contrast Enhancement.
SIAM J. Imaging Sci., 2013
A Variational Approach for Image Stitching I.
SIAM J. Imaging Sci., 2013
A Variational Approach for Image Stitching II: Using Image Gradients.
SIAM J. Imaging Sci., 2013
Stratified sampling for feature subspace selection in random forests for high dimensional data.
Pattern Recognit., 2013
Sparse Canonical Correlation Analysis: New Formulation and Algorithm.
IEEE Trans. Pattern Anal. Mach. Intell., 2013
The spectral theory of tensors and its applications.
Numer. Linear Algebra Appl., 2013
The perturbation bound for the Perron vector of a transition probability tensor.
Numer. Linear Algebra Appl., 2013
Markov-Miml: A Markov chain-based multi-instance multi-label learning algorithm.
Knowl. Inf. Syst., 2013
Superlinear Convergence of a General Algorithm for the Generalized Foley-Sammon Discriminant Analysis.
J. Optim. Theory Appl., 2013
A fast minimization method for blur and multiplicative noise removal.
Int. J. Comput. Math., 2013
Sparse-MIML: A Sparsity-Based Multi-Instance Multi-Learning Algorithm.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2013
A Variational Method for Expanding the Bit-Depth of Low Contrast Image.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2013
2012
A Variational Method for Multiple-Image Blending.
IEEE Trans. Image Process., 2012
A Semisupervised Segmentation Model for Collections of Images.
IEEE Trans. Image Process., 2012
SNMFCA: Supervised NMF-Based Image Classification and Annotation.
IEEE Trans. Image Process., 2012
Multiplicative Noise Removal via a Learned Dictionary.
IEEE Trans. Image Process., 2012
Non-Lipschitz l<sub>p</sub>-Regularization and Box Constrained Model for Image Restoration.
IEEE Trans. Image Process., 2012
Guest Editorial: Bioinformatics and Computational Systems Biology.
IEEE ACM Trans. Comput. Biol. Bioinform., 2012
Sparse Orthogonal Linear Discriminant Analysis.
SIAM J. Sci. Comput., 2012
Perturbation Analysis for Antitriangular Schur Decomposition.
SIAM J. Matrix Anal. Appl., 2012
On adaptively accelerated Arnoldi method for computing PageRank.
Numer. Linear Algebra Appl., 2012
Structured matrices and tensors.
Numer. Linear Algebra Appl., 2012
Coupled segmentation and denoising/deblurring models for hyperspectral material identification.
Numer. Linear Algebra Appl., 2012
Numer. Linear Algebra Appl., 2012
On computation of the steady-state probability distribution of probabilistic Boolean networks with gene perturbation.
J. Comput. Appl. Math., 2012
GIS in urban cultural studies: reflections from the project on Republican Beijing.
Ann. GIS, 2012
HAR: Hub, Authority and Relevance Scores in Multi-Relational Data for Query Search.
Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012
Feature Weighting by RELIEF Based on Local Hyperplane Approximation.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2012
Construction and analysis of genome-wide SNP networks.
Proceedings of the 6th IEEE International Conference on Systems Biology, 2012
Optimal Combination of Feature Weight Learning and Classification Based on Local Approximation.
Proceedings of the Data and Knowledge Engineering - Third International Conference, 2012
MultiFacTV: Finding modules from higher-order gene expression profiles with time dimension.
Proceedings of the 2012 IEEE International Conference on Bioinformatics and Biomedicine, 2012
2011
Blind Deconvolution Using Generalized Cross-Validation Approach to Regularization Parameter Estimation.
IEEE Trans. Image Process., 2011
Inexact Alternating Direction Methods for Image Recovery.
SIAM J. Sci. Comput., 2011
A Total Variation Model for Retinex.
SIAM J. Imaging Sci., 2011
Restoration of images corrupted by mixed Gaussian-impulse noise via l<sub>1</sub>-l<sub>0</sub> minimization.
Pattern Recognit., 2011
On sparse linear discriminant analysis algorithm for high-dimensional data classification.
Numer. Linear Algebra Appl., 2011
Fast minimization methods for solving constrained total-variation superresolution image reconstruction.
Multidimens. Syst. Signal Process., 2011
A Relaxed Dimensional Factorization preconditioner for the incompressible Navier-Stokes equations.
J. Comput. Phys., 2011
Compression and denoising using <i>l</i><sub>0</sub>-norm.
Comput. Optim. Appl., 2011
SNP and gene networks construction and analysis from classification of copy number variations data.
BMC Bioinform., 2011
Approximate inverse-free preconditioners for Toeplitz matrices.
Appl. Math. Comput., 2011
On gene Selection and Classification for Cancer microarray Data Using Multi-Step Clustering and Sparse Representation.
Adv. Data Sci. Adapt. Anal., 2011
On selection of spatial-varying regularization parameters in total variation image restoration.
Proceedings of the 7th International Workshop on Multidimensional (nD) Systems, 2011
MultiRank: co-ranking for objects and relations in multi-relational data.
Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011
Stratified Random Forest for Genome-wide Association Study.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2011
2010
Construction of gene networks with hybrid approach from expression profile and gene ontology.
IEEE Trans. Inf. Technol. Biomed., 2010
On the Total Variation Dictionary Model.
IEEE Trans. Image Process., 2010
Fast Nonconvex Nonsmooth Minimization Methods for Image Restoration and Reconstruction.
IEEE Trans. Image Process., 2010
Accurate Vascular Delay Estimation from Low-Temporal Resolution Image Data Set [Life Sciences].
IEEE Signal Process. Mag., 2010
Solving Constrained Total-variation Image Restoration and Reconstruction Problems via Alternating Direction Methods.
SIAM J. Sci. Comput., 2010
Approximate Inverse Circulant-plus-Diagonal Preconditioners for Toeplitz-plus-Diagonal Matrices.
SIAM J. Sci. Comput., 2010
Fast Algorithms for the Generalized Foley-Sammon Discriminant Analysis.
SIAM J. Matrix Anal. Appl., 2010
Decay in Functions of Multiband Matrices.
SIAM J. Matrix Anal. Appl., 2010
A Multiphase Image Segmentation Method Based on Fuzzy Region Competition.
SIAM J. Imaging Sci., 2010
Multiplicative Noise Removal with Spatially Varying Regularization Parameters.
SIAM J. Imaging Sci., 2010
Variational Fuzzy Mumford--Shah Model for Image Segmentation.
SIAM J. Appl. Math., 2010
On cluster tree for nested and multi-density data clustering.
Pattern Recognit., 2010
Inverse product Toeplitz preconditioners for non-Hermitian Toeplitz systems.
Numer. Algorithms, 2010
Knowledge-based vector space model for text clustering.
Knowl. Inf. Syst., 2010
SKM-SNP: SNP markers detection method.
J. Biomed. Informatics, 2010
Numerical methods for interactive multiple-class image segmentation problems.
Int. J. Imaging Syst. Technol., 2010
Shrunken methodology to genome-wide SNPs selection and construction of SNPs networks.
BMC Syst. Biol., 2010
Prior knowledge based mining functional modules from Yeast PPI networks with gene ontology.
BMC Bioinform., 2010
Product-type block preconditioners for electromagnetic cavity problems.
Appl. Math. Comput., 2010
Hyperspectral image segmentation, deblurring, and spectral analysis for material identification.
Proceedings of the Visual Information Processing XIX, 2010
Exploiting Word Cluster Information for Unsupervised Feature Selection.
Proceedings of the PRICAI 2010: Trends in Artificial Intelligence, 2010
Fast total variation image restoration with parameter estimation using bayesian inference.
Proceedings of the IEEE International Conference on Acoustics, 2010
Classification of genome-wide copy number variations and their associated SNP and gene networks analysis.
Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine, 2010
SNP specific extraction and analysis using shrunken dissimilarity measure.
Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology, 2010
Multi-Instance Dimensionality Reduction.
Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010
Medical Document Clustering Using Ontology-Based Term Similarity Measures.
Proceedings of the Strategic Advancements in Utilizing Data Mining and Warehousing Technologies: New Concepts and Developments, 2010
2009
Soft Subspace Clustering for High-Dimensional Data.
Proceedings of the Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), 2009
Mining, Modeling, and Evaluation of Subnetworks From Large Biomolecular Networks and Its Comparison Study.
IEEE Trans. Inf. Technol. Biomed., 2009
Fast Image Restoration Methods for Impulse and Gaussian Noises Removal.
IEEE Signal Process. Lett., 2009
A Fast l1-TV Algorithm for Image Restoration.
SIAM J. Sci. Comput., 2009
On Preconditioned Iterative Methods for Certain Time-Dependent Partial Differential Equations.
SIAM J. Numer. Anal., 2009
Finding the Largest Eigenvalue of a Nonnegative Tensor.
SIAM J. Matrix Anal. Appl., 2009
Constraint Preconditioners for Symmetric Indefinite Matrices.
SIAM J. Matrix Anal. Appl., 2009
A New Total Variation Method for Multiplicative Noise Removal.
SIAM J. Imaging Sci., 2009
Analyses and Algorithms for Predecessor and Control Problems for Boolean Networks of Bounded Indegree.
Inf. Media Technol., 2009
A new fuzzy k-modes clustering algorithm for categorical data.
Int. J. Granul. Comput. Rough Sets Intell. Syst., 2009
SMART: a subspace clustering algorithm that automatically identifies the appropriate number of clusters.
Int. J. Data Min. Model. Manag., 2009
A semi-supervised approach to projected clustering with applications to microarray data.
Int. J. Data Min. Bioinform., 2009
A high-order Markov-switching model for risk measurement.
Comput. Math. Appl., 2009
Super-Resolution Reconstruction Algorithm To MODIS Remote Sensing Images.
Comput. J., 2009
L0-Norm and Total Variation for Wavelet Inpainting.
Proceedings of the Scale Space and Variational Methods in Computer Vision, 2009
Budget Semi-supervised Learning.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2009
2008
Agglomerative Fuzzy K-Means Clustering Algorithm with Selection of Number of Clusters.
IEEE Trans. Knowl. Data Eng., 2008
Efficient Total Variation Minimization Methods for Color Image Restoration.
IEEE Trans. Image Process., 2008
Iterative Algorithms Based on Decoupling of Deblurring and Denoising for Image Restoration.
SIAM J. Sci. Comput., 2008
Efficient Reconstruction of Piecewise Constant Images Using Nonsmooth Nonconvex Minimization.
SIAM J. Imaging Sci., 2008
A Fast Total Variation Minimization Method for Image Restoration.
Multiscale Model. Simul., 2008
Medical Document Clustering Using Ontology-Based Term Similarity Measures.
Int. J. Data Warehous. Min., 2008
Unidimensional nonnegative scaling for genome-wide Linkage Disequilibrium maps.
Int. J. Bioinform. Res. Appl., 2008
Clustering Algorithms with Automatic Selection of Cluster Number.
Proceedings of the 2008 IEEE International Conference on Granular Computing, 2008
2007
Developing a Knowledge-based Intelligent Services System in Sports Websites.
Proceedings of the E-Service Intelligence: Methodologies, Technologies and Applications, 2007
An Entropy Weighting k-Means Algorithm for Subspace Clustering of High-Dimensional Sparse Data.
IEEE Trans. Knowl. Data Eng., 2007
Strategies for Identifying Statistically Significant Dense Regions in Microarray Data.
IEEE ACM Trans. Comput. Biol. Bioinform., 2007
On Preconditioned Iterative Methods for Burgers Equations.
SIAM J. Sci. Comput., 2007
Block Diagonal and Schur Complement Preconditioners for Block-Toeplitz Systems with Small Size Blocks.
SIAM J. Matrix Anal. Appl., 2007
A semi-supervised regression model for mixed numerical and categorical variables.
Pattern Recognit., 2007
On the Impact of Dissimilarity Measure in k-Modes Clustering Algorithm.
IEEE Trans. Pattern Anal. Mach. Intell., 2007
On successive-overrelaxation acceleration of the Hermitian and skew-Hermitian splitting iterations.
Numer. Linear Algebra Appl., 2007
An efficient algorithm for superresolution in medium field imaging.
Multidimens. Syst. Signal Process., 2007
Superresolution imaging: Theory, Algorithms and Applications.
Multidimens. Syst. Signal Process., 2007
Super-resolution reconstruction in a computational compound-eye imaging system.
Multidimens. Syst. Signal Process., 2007
On Semismooth Newton's Methods for Total Variation Minimization.
J. Math. Imaging Vis., 2007
Simulation study in Probabilistic Boolean Network models for genetic regulatory networks.
Int. J. Data Min. Bioinform., 2007
On mining micro-array data by Order-Preserving Submatrix.
Int. J. Bioinform. Res. Appl., 2007
Algorithms for Finding Small Attractors in Boolean Networks.
EURASIP J. Bioinform. Syst. Biol., 2007
A Total Variation Regularization Based Super-Resolution Reconstruction Algorithm for Digital Video.
EURASIP J. Adv. Signal Process., 2007
Constrained unidimensional scaling with application to genomics.
Comput. Stat. Data Anal., 2007
Combining functional and linkage disequilibrium information in the selection of tag SNPs.
Bioinform., 2007
An approximation method for solving the steady-state probability distribution of probabilistic Boolean networks.
Bioinform., 2007
Tikhonov regularization for weighted total least squares problems.
Appl. Math. Lett., 2007
Maximum inverse positive matrices.
Appl. Math. Lett., 2007
Mining and Dynamic Simulation of Sub-Networks from Large Biomolecular Networks.
Proceedings of the 2007 International Conference on Artificial Intelligence, 2007
CIDER: Corrected Inverse-Denoising Filter for Image Restoration.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2007
A Comparative Study of Ontology Based Term Similarity Measures on PubMed Document Clustering.
Proceedings of the Advances in Databases: Concepts, 2007
Hermitian and Skew-Hermitian splitting methods for non-Hermitian positive definite linear systems.
Proceedings of the Milestones in Matrix Computation, 2007
2006
A Control Model for Markovian Genetic Regulatory Networks.
Trans. Comp. Sys. Biology, 2006
Gene expression time series modeling with principal component and neural network.
Soft Comput., 2006
Efficient Minimization Methods of Mixed l2-l1 and l1-l1 Norms for Image Restoration.
SIAM J. Sci. Comput., 2006
Structured Total Least Squares for Color Image Restoration.
SIAM J. Sci. Comput., 2006
Preconditioned Iterative Methods for Weighted Toeplitz Least Squares Problems.
SIAM J. Matrix Anal. Appl., 2006
A Recursive Method for Solving Haplotype Frequencies with Application to Genetics.
J. Bioinform. Comput. Biol., 2006
Regression for ordinal variables without underlying continuous variables.
Inf. Sci., 2006
Super-Resolution Imaging: Analysis, Algorithms, and Applications.
EURASIP J. Adv. Signal Process., 2006
A Fast Algorithm for Image Super-Resolution from Blurred Observations.
EURASIP J. Adv. Signal Process., 2006
On Drazin inverse of singular Toeplitz matrix.
Appl. Math. Comput., 2006
New preconditioners for saddle point problems.
Appl. Math. Comput., 2006
Effects of a parameter on a nonsymmetric algebraic Riccati equation.
Appl. Math. Comput., 2006
Appl. Math. Comput., 2006
Fast solvers for queueing systems with negative customers.
Proceedings of the 1st International Conference on Performance Evaluation Methodolgies and Tools, 2006
Extending the Depth of Field in a Compound-Eye Imaging System with Super-Resolution Reconstruction.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006
Input Validation for Semi-supervised Clustering.
Proceedings of the Workshops Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006
Clustering of SNP Data with Application to Genomics.
Proceedings of the Workshops Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006
Investigation of Computational Compound-Eye Imaging System With Super-Resolution Reconstruction.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
A Recursive Method for Solving Haplotype Frequencies in Multiple Loci Linkage Analysis.
Proceedings of 4th Asia-Pacific Bioinformatics Conference. 13-16 February 2006, 2006
On the Complexity of Finding Control Strategies for Boolean Networks.
Proceedings of 4th Asia-Pacific Bioinformatics Conference. 13-16 February 2006, 2006
2005
Analysis of Half-Quadratic Minimization Methods for Signal and Image Recovery.
SIAM J. Sci. Comput., 2005
Factorized Banded Inverse Preconditioners for Matrices with Toeplitz Structure.
SIAM J. Sci. Comput., 2005
On Inexact Preconditioners for Nonsymmetric Matrices.
SIAM J. Sci. Comput., 2005
Wavelet based methods on patterned fabric defect detection.
Pattern Recognit., 2005
Automated Variable Weighting in k-Means Type Clustering.
IEEE Trans. Pattern Anal. Mach. Intell., 2005
Displacement structure of group inverses.
Numer. Linear Algebra Appl., 2005
Two-step waveform relaxation methods for implicit linear initial value problems.
Numer. Linear Algebra Appl., 2005
Numerical behaviour of multigrid methods for symmetric Sinc-Galerkin systems.
Numer. Linear Algebra Appl., 2005
Splitting iterations for circulant-plus-diagonal systems.
Numer. Linear Algebra Appl., 2005
A direct method for solving block-Toeplitz with near-circulant-block systems with applications to hybrid manufacturing systems.
Numer. Linear Algebra Appl., 2005
Super-resolution image reconstruction using multisensors.
Numer. Linear Algebra Appl., 2005
Structured matrices with applications.
Numer. Linear Algebra Appl., 2005
The eigenvalues of preconditioned matrices for linear multistep formulas in boundary value form.
Numer. Linear Algebra Appl., 2005
Super-Resolution Image Restoration from Blurred Low-Resolution Images.
J. Math. Imaging Vis., 2005
On construction of stochastic genetic networks based on gene expression sequences.
Int. J. Neural Syst., 2005
An evaluation of algorithms for the deconvolution of Doppler broadening positron annihilation radiation spectroscopy spectra.
Comput. Phys. Commun., 2005
CLUSTAG: hierarchical clustering and graph methods for selecting tag SNPs.
Bioinform., 2005
Image restoration by cosine transform-based iterative regularization.
Appl. Math. Comput., 2005
Iterative methods for Robbins problems.
Appl. Math. Comput., 2005
On the Performance of Feature Weighting <i>K</i>-Means for Text Subspace Clustering.
Proceedings of the Advances in Web-Age Information Management, 2005
Subspace Clustering of Text Documents with Feature Weighting <i>K</i>-Means Algorithm.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2005
Super-resolution image restoration from blurred observations.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2005), 2005
On Discovery of Extremely Low-Dimensional Clusters using Semi-Supervised Projected Clustering.
Proceedings of the 21st International Conference on Data Engineering, 2005
Fast Algorithms for l1 Norm/Mixed l1 and l2 Norms for Image Restoration.
Proceedings of the Computational Science and Its Applications, 2005
A linear control model for gene intervention in a genetic regulatory network.
Proceedings of the 2005 IEEE International Conference on Granular Computing, 2005
2004
HARP: A Practical Projected Clustering Algorithm.
IEEE Trans. Knowl. Data Eng., 2004
Fast inversion of triangular Toeplitz matrices.
Theor. Comput. Sci., 2004
An optimization algorithm for clustering using weighted dissimilarity measures.
Pattern Recognit., 2004
On sufficient and necessary conditions for the Jacobi matrix inverse eigenvalue problem.
Numerische Mathematik, 2004
Computing Moore-Penrose inverses of Toeplitz matrices by Newton's iteration.
Math. Comput. Model., 2004
Customer lifetime value: stochastic optimization approach.
J. Oper. Res. Soc., 2004
Identifying projected clusters from gene expression profiles.
J. Biomed. Informatics, 2004
High-resolution image reconstruction from rotated and translated low-resolution images with multisensors.
Int. J. Imaging Syst. Technol., 2004
The use of super-resolution techniques to reduce slice thickness in functional MRI.
Int. J. Imaging Syst. Technol., 2004
Wavelet algorithms for deblurring models.
Int. J. Imaging Syst. Technol., 2004
Int. J. Imaging Syst. Technol., 2004
A data warehousing and data mining framework for web usage management.
Commun. Inf. Syst., 2004
A note on the stability of Toeplitz matrix inversion formulas.
Appl. Math. Lett., 2004
Weighted Tikhonov filter matrices for ill-posed problems.
Appl. Math. Comput., 2004
Exact algorithms for singular tridiagonal systems with applications to Markov chains.
Appl. Math. Comput., 2004
An Efficient Algorithm for Dense Regions Discovery from Large-Scale Data Streams.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2004
Mining of Web-Page Visiting Patterns with Continuous-Time Markov Models.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2004
A Feature Weighting Approach to Building Classification Models by Interactive Clustering.
Proceedings of the Modeling Decisions for Artificial Intelligence, 2004
Unsupervised Dense Regions Discovery in DNA Microarray Data.
Proceedings of the Intelligent Data Engineering and Automated Learning, 2004
A Clustering Model for Mining Evolving Web User Patterns in Data Stream Environment.
Proceedings of the Intelligent Data Engineering and Automated Learning, 2004
Building Genetic Networks for Gene Expression Patterns.
Proceedings of the Intelligent Data Engineering and Automated Learning, 2004
On Improving Website Connectivity by Using Web-Log Data Streams.
Proceedings of the Database Systems for Advances Applications, 2004
Discretization of Multidimensional Web Data for Informative Dense Regions Discovery.
Proceedings of the Computational and Information Science, First International Symposium, 2004
Restoration of images with optical aberrations and quantization in a transform domain.
Proceedings of the Computational Imaging II, San Jose, 2004
An Efficient Multidimensional Data Model for Web Usage Mining.
Proceedings of the Advanced Web Technologies and Applications, 2004
2003
Mathematical analysis of super-resolution methodology.
IEEE Signal Process. Mag., 2003
Recursive-Based PCG Methods for Toeplitz Systems with Nonnegative Generating Functions.
SIAM J. Sci. Comput., 2003
Kronecker Product Approximations forImage Restoration with Reflexive Boundary Conditions.
SIAM J. Matrix Anal. Appl., 2003
Hermitian and Skew-Hermitian Splitting Methods for Non-Hermitian Positive Definite Linear Systems.
SIAM J. Matrix Anal. Appl., 2003
Preconditioners for nonsymmetric block toeplitz-like-plus-diagonal linear systems.
Numerische Mathematik, 2003
A higher-order Markov model for the Newsboy's problem.
J. Oper. Res. Soc., 2003
A Data Cube Model for Prediction-Based Web Prefetching.
J. Intell. Inf. Syst., 2003
Superresolution image reconstruction from blurred observations by multisensors.
Int. J. Imaging Syst. Technol., 2003
A Note on K-modes Clustering.
J. Classif., 2003
A Graph-Based Optimization Algorithm for Website Topology Using Interesting Association Rules.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2003
A Superresolution Framework for fMRI Sequences and Its Impact on Resulting Activation Maps.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2003
A highly-usable projected clustering algorithm for gene expression profiles.
Proceedings of the 3nd ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2003), 2003
Higher-Order Hidden Markov Models with Applications to DNA Sequences.
Proceedings of the Intelligent Data Engineering and Automated Learning, 2003
A Parallel Tabu Search Heuristic for Clustering Data Sets.
Proceedings of the 32nd International Conference on Parallel Processing Workshops (ICPP 2003 Workshops), 2003
A Direct Method for Block-Toeplitz Systems with Applications to Re-manufacturing Systems.
Proceedings of the Computational Science and Its Applications, 2003
Statistical models for time sequences data mining.
Proceedings of the 2003 IEEE International Conference on Computational Intelligence for Financial Engineering, 2003
Defect Detection on Patterned Jacquard Fabric.
Proceedings of the 32nd Applied Image Pattern Recognition Workshop (AIPR 2003), 2003
2002
Fast Iterative Methods for Sinc Systems.
SIAM J. Matrix Anal. Appl., 2002
Clustering categorical data sets using tabu search techniques.
Pattern Recognit., 2002
The best circulant preconditioners for Hermitian Toeplitz systems II: The multiple-zero case.
Numerische Mathematik, 2002
Constrained total least-squares computations for high-resolution image reconstruction with multisensors.
Int. J. Imaging Syst. Technol., 2002
Fast color image restoration with multisensors.
Int. J. Imaging Syst. Technol., 2002
M-FastMap: A Modified FastMap Algorithm for Visual Cluster Validation in Data Mining.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2002
Parallel Image Processing Algorithms For Coincidence Doppler Broadening Spectra.
Proceedings of the 31st International Conference on Parallel Processing Workshops (ICPP 2002 Workshops), 2002
Comparison of the main forms of half-quadratic regularization.
Proceedings of the 2002 International Conference on Image Processing, 2002
2001
Comments on "Least squares restoration of multichannel images".
IEEE Trans. Signal Process., 2001
A Fast MAP Algorithm for High-Resolution Image Reconstruction with Multisensors.
Multidimens. Syst. Signal Process., 2001
High-Resolution Color Image Reconstruction with Neumann Boundary Conditions.
Ann. Oper. Res., 2001
Patterns Discovery Based on Time-Series Decomposition.
Proceedings of the Knowledge Discovery and Data Mining, 2001
A Cube Model and Cluster Analysis for Web Access Sessions.
Proceedings of the WEBKDD 2001, 2001
Fast image reconstruction algorithms combining half-quadratic regularization and preconditioning.
Proceedings of the 2001 International Conference on Image Processing, 2001
An Empirical Study on the Visual Cluster Validation Method with Fastmap.
Proceedings of the Database Systems for Advanced Applications, Proceedings of the 7th International Conference on Database Systems for Advanced Applications (DASFAA 2001), 18-20 April 2001, 2001
2000
Regularization of RIF blind image deconvolution.
IEEE Trans. Image Process., 2000
Preconditioned Lanczos Methods for the Minimum Eigenvalue of a Symmetric Positive Definite Toeplitz Matrix.
SIAM J. Sci. Comput., 2000
The Best Circulant Preconditioners for Hermitian Toeplitz Systems.
SIAM J. Numer. Anal., 2000
A note on constrained k-means algorithms.
Pattern Recognit., 2000
Clustering methods for printed circuit board insertion problems.
J. Oper. Res. Soc., 2000
K-Means-Type Algorithms on Distributed Memory Computer.
Int. J. High Speed Comput., 2000
A Fast Algorithm for High-Resolution Color Image Reconstruction with Multisensors.
Proceedings of the Numerical Analysis and Its Applications, 2000
Skew-Circulant Preconditioners for Systems of LMF-Based ODE Codes.
Proceedings of the Numerical Analysis and Its Applications, 2000
A Tabu Search Based Algorithm for Clustering Categorical Data Sets.
Proceedings of the Intelligent Data Engineering and Automated Learning, 2000
An Interactive Approach to Building Classification Models by Clustering and Cluster Validation.
Proceedings of the Intelligent Data Engineering and Automated Learning, 2000
An efficient parallel algorithm for high resolution color image reconstruction.
Proceedings of the Seventh International Conference on Parallel and Distributed Systems Workshops, 2000
1999
A fuzzy k-modes algorithm for clustering categorical data.
IEEE Trans. Fuzzy Syst., 1999
A Fast Algorithm for Deblurring Models with Neumann Boundary Conditions.
SIAM J. Sci. Comput., 1999
Galerkin Projection Methods for Solving Multiple Linear Systems.
SIAM J. Sci. Comput., 1999
A note on policy algorithms for discounted Markov decision problems.
Oper. Res. Lett., 1999
Data-mining massive time series astronomical data: challenges, problems and solutions.
Inf. Softw. Technol., 1999
Map Regularized Image Reconstruction with Multisensors.
Proceedings of the 1999 International Conference on Image Processing, 1999
Iterative Methods for Phase Diversity-Based Blind Deconvolution in Atmospheric Optics.
Proceedings of the 1999 International Conference on Image Processing, 1999
1998
Heuristics approach to printed circuit board insertion problem.
J. Oper. Res. Soc., 1998
Data-Mining Massive Time Series Astronomical Data Sets - A Case Study.
Proceedings of the Research and Development in Knowledge Discovery and Data Mining, 1998
1996
Fast Recursive Least Squares Adaptive Filtering by Fast Fourier Transform-Based Conjugate Gradient Iterations.
SIAM J. Sci. Comput., 1996
Conjugate Gradient Methods for Toeplitz Systems.
SIAM Rev., 1996
Generalization of Strang's Preconditioner with Applications to Toeplitz Least Squares Problems.
Numer. Linear Algebra Appl., 1996
1995
Nonlinear image restoration using FFT-based conjugate gradient methods.
Proceedings of the Proceedings 1995 International Conference on Image Processing, 1995
1994
Fastiterative methods for least squares estimations.
Numer. Algorithms, 1994
1993
Fast Iterative Solvers for Toeplitz-Plus-Band Systems.
SIAM J. Sci. Comput., 1993