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fi-divergence NMF with biorthogonal regularization for data representation
期刊论文
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2023, 卷号: 121, 页码: 14
作者:
Yuan, Ruixue
;
Leng, Chengcai
;
Li, Bing
;
Basu, Anup
收藏
  |  
浏览/下载:10/0
  |  
提交时间:2023/11/17
NMF
fi-divergence
Biorthogonal regularization
Clustering
Component spectra extraction and quantitative analysis for preservative mixtures by combining terahertz spectroscopy and machine learning
期刊论文
Spectrochimica Acta - Part A: Molecular and Biomolecular Spectroscopy, 2022, 卷号: 271
作者:
Yan, Hui
;
Fan, Wenhui
;
Chen, Xu
;
Wang, Hanqi
;
Qin, Chong
收藏
  |  
浏览/下载:110/0
  |  
提交时间:2022/02/09
Preservative mixtures
Terahertz spectroscopy
Machine learning
SVD
NMF
SVR
A Novel NMF Guided for Hyperspectral Unmixing From Incomplete and Noisy Data
期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:
Dong, Le
;
Lu, Xiaoqiang
;
Liu, Ganchao
;
Yuan, Yuan
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  |  
浏览/下载:43/0
  |  
提交时间:2022/01/18
Image reconstruction
Hyperspectral imaging
Noise measurement
Gaussian noise
Interference
Stability analysis
Sensors
Hyperspectral unmixing (HU)
image reconstruction
nonnegative matrix factorization (NMF)
spatial-spectral information
Spectral-Spatial Joint Sparse NMF for Hyperspectral Unmixing
期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2021, 卷号: 59, 期号: 3, 页码: 2391-2402
作者:
Dong, Le
;
Yuan, Yuan
;
Lu, Xiaoqiang
收藏
  |  
浏览/下载:47/0
  |  
提交时间:2021/03/29
Global spatial structure group
local spectral group
nonnegative matrix factorization (NMF)
sparse expression
SpectralSpatial Joint Sparse NMF for Hyperspectral Unmixing
期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 卷号: 59, 期号: 3, 页码: 2391-2402
作者:
Dong, Le
;
Yuan, Yuan
;
Lu, Xiaoqiang
收藏
  |  
浏览/下载:50/0
  |  
提交时间:2021/04/19
Global spatial structure group
local spectral group
nonnegative matrix factorization (NMF)
sparse expression
Total Variation Constrained Non-Negative Matrix Factorization for Medical Image Registration
期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 5, 页码: 1025-1037
作者:
Chengcai Leng
;
Hai Zhang
;
Guorong Cai
;
Zhen Chen
;
Anup Basu
收藏
  |  
浏览/下载:52/0
  |  
提交时间:2021/04/09
Data clustering
dimension reduction
image registration
non-negative matrix factorization (NMF)
total variation (TV)
A General Joint Matrix Factorization Framework for Data Integration and Its Systematic Algorithmic Exploration
期刊论文
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 卷号: 28, 期号: 9, 页码: 1971-1983
作者:
Zhang, Lihua
;
Zhang, Shihua
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  |  
浏览/下载:23/0
  |  
提交时间:2021/01/14
Sparse matrices
Pattern recognition
Data integration
Prediction algorithms
Data models
Matrix decomposition
Signal processing algorithms
Bioinformatics
data integration
network-regularized constraint
nonnegative matrix factorization (NMF)
pattern recognition
A Deep Nonnegative Matrix Factorization Approach via Autoencoder for Nonlinear Fault Detection
期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 卷号: 16, 期号: 8, 页码: 5042-5052
作者:
Ren, Zelin
;
Zhang, Wensheng
;
Zhang, Zhizhong
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  |  
浏览/下载:67/0
  |  
提交时间:2020/07/06
Kernel
Fault detection
Feature extraction
Matrix decomposition
Neural networks
Informatics
Data-driven fault detection
deep autoencoder
nonlinear industrial process
nonnegative matrix factorization (NMF)
Source separation and apportionment of surface water pollution in the Luanhe River Basin based on non-negative matrix factorization
期刊论文
WATER SCIENCE AND TECHNOLOGY-WATER SUPPLY, 2019, 卷号: 19, 期号: 7, 页码: 1945-1954
作者:
Leng, Peifang
;
Zhang, Qiuying
;
Li, Fadong
;
Zhang, Yizhang
;
Gu, Congke
收藏
  |  
浏览/下载:17/0
  |  
提交时间:2020/05/19
land use
Luanhe River
NMF
pollution
sources
surface water
Fusion of United Sparse Principal Component Analysis Dictionary Based on Linear Unmixing Image Technique
期刊论文
IEEE Geoscience and Remote Sensing Letters, 2019, 卷号: Vol.16 No.1, 页码: 120-124
作者:
Xiaofang Sun
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  |  
浏览/下载:42/0
  |  
提交时间:2019/12/13
Dictionaries
Principal
component
analysis
Sparse
matrices
Image
reconstruction
Matching
pursuit
algorithms
Matrix
decomposition
Machine
learning
Linear
unmixing
nonnegative
matrix
factorization
(NMF)
fusion
online
dictionary
learning
(ODL)
algorithm
orthogonal
matching
pursuit
(OMP)
algorithm
principal
component
analysis
(PCA)
dictionary
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