A Novel Regularized Nonnegative Matrix Factorization for Spectral-Spatial Dimension Reduction of Hyperspectral Imagery

IEEE Access ◽

10.1109/access.2018.2884501 ◽

2018 ◽

Vol 6 ◽

pp. 77953-77964 ◽

Author(s):

Wei Yan ◽

Bob Zhang ◽

Zuyuan Yang

Keyword(s):

Dimension Reduction ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Spatial Dimension ◽

Spatial Dimension Reduction

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Band selection using sparse nonnegative matrix factorization with the thresholded Earth’s mover distance for hyperspectral imagery classification

Earth Science Informatics ◽

10.1007/s12145-014-0201-3 ◽

2015 ◽

Vol 8 (4) ◽

pp. 907-918 ◽

Author(s):

Weiwei Sun ◽

Weiyue Li ◽

Jialin Li ◽

Yenming Mark Lai

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Band Selection ◽

Sparse Nonnegative Matrix Factorization

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Affinity Matrix Learning Via Nonnegative Matrix Factorization for Hyperspectral Imagery Clustering

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ◽

10.1109/jstars.2020.3040218 ◽

2021 ◽

Vol 14 ◽

pp. 402-415

Author(s):

Yao Qin ◽

Biao Li ◽

Weiping Ni ◽

Sinong Quan ◽

Peizhong Wang ◽

...

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Affinity Matrix

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Collaborative Unmixing Hyperspectral Imagery via Nonnegative Matrix Factorization

Lecture Notes in Computer Science - Image and Signal Processing ◽

10.1007/978-3-319-33618-3_13 ◽

2016 ◽

pp. 118-126 ◽

Author(s):

Yaser Esmaeili Salehani ◽

Saeed Gazor

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix

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Multiple Kernel Learning via Low-Rank Nonnegative Matrix Factorization for Classification of Hyperspectral Imagery

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ◽

10.1109/jstars.2014.2362116 ◽

2015 ◽

Vol 8 (6) ◽

pp. 2739-2751 ◽

Author(s):

Yanfeng Gu ◽

Qingwang Wang ◽

Hong Wang ◽

Di You ◽

Ye Zhang

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Multiple Kernel Learning ◽

Nonnegative Matrix ◽

Low Rank ◽

Kernel Learning ◽

Multiple Kernel

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Nonnegative matrix factorization based feature selection analysis for hyperspectral imagery of sediment-laden riverine flow

Ocean Sensing and Monitoring X ◽

10.1117/12.2301273 ◽

2018 ◽

Author(s):

Nicholas V. Scott ◽

Ian C. Moore

Keyword(s):

Feature Selection ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Selection Analysis

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Nonnegative matrix factorization with deterministic annealing for unsupervised unmixing of hyperspectral imagery

2012 19th IEEE International Conference on Image Processing ◽

10.1109/icip.2012.6467317 ◽

2012 ◽

Author(s):

Honghong Peng ◽

Raghuveer Rao ◽

Sohail A. Dianat

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Deterministic Annealing

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A Poisson nonnegative matrix factorization method with parameter subspace clustering constraint for endmember extraction in hyperspectral imagery

ISPRS Journal of Photogrammetry and Remote Sensing ◽

10.1016/j.isprsjprs.2017.03.004 ◽

2017 ◽

Vol 128 ◽

pp. 27-39 ◽

Author(s):

Weiwei Sun ◽

Jun Ma ◽

Gang Yang ◽

Bo Du ◽

Liangpei Zhang

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Subspace Clustering ◽

Factorization Method ◽

Endmember Extraction

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Orthogonal Nonnegative Matrix Factorization Combining Multiple Features for Spectral–Spatial Dimensionality Reduction of Hyperspectral Imagery

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2016.2539154 ◽

2016 ◽

Vol 54 (7) ◽

pp. 4272-4286 ◽

Author(s):

Jinhuan Wen ◽

James E. Fowler ◽

Mingyi He ◽

Yong-Qiang Zhao ◽

Chengzhi Deng ◽

...

Keyword(s):

Dimensionality Reduction ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Multiple Features ◽

Spatial Dimensionality

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Multitask Sparse Nonnegative Matrix Factorization for Joint Spectral–Spatial Hyperspectral Imagery Denoising

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2014.2363101 ◽

2015 ◽

Vol 53 (5) ◽

pp. 2621-2639 ◽

Author(s):

Minchao Ye ◽

Yuntao Qian ◽

Jun Zhou

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Sparse Nonnegative Matrix Factorization

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Nonnegative Matrix Factorization and Document Classification

10.15368/theses.2015.110 ◽

2015 ◽

Author(s):

Stephen Calabrese

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Document Classification

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