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@article{DBLP:journals/bigdatama/ZianiFM23,
  author       = {Said Ziani and
                  Yousef Farhaoui and
                  Mohammed Moutaib},
  title        = {Extraction of Fetal Electrocardiogram by Combining Deep Learning and
                  {SVD-ICA-NMF} Methods},
  journal      = {Big Data Min. Anal.},
  volume       = {6},
  number       = {3},
  pages        = {301--310},
  year         = {2023}
}
@article{DBLP:journals/dsp/DevilleFAB23,
  author       = {Yannick Deville and
                  Guillaume Faury and
                  V{\'{e}}ronique Achard and
                  Xavier Briottet},
  title        = {An NMF-based method for jointly handling mixture nonlinearity and
                  intraclass variability in hyperspectral blind source separation},
  journal      = {Digit. Signal Process.},
  volume       = {133},
  pages        = {103838},
  year         = {2023}
}
@article{DBLP:journals/dsp/IfteneBBK23,
  author       = {Meziane Iftene and
                  Fatima Zohra Benhalouche and
                  Yasmine Kheira Benkouider and
                  Moussa Sofiane Karoui},
  title        = {Partial NMF-based hyperspectral unmixing methods for linear mixing
                  models addressing intra-class variability},
  journal      = {Digit. Signal Process.},
  volume       = {143},
  pages        = {104264},
  year         = {2023}
}
@article{DBLP:journals/titb/WangWYLLS23,
  author       = {Juan Wang and
                  Lin{-}Ping Wang and
                  Shasha Yuan and
                  Feng Li and
                  Jin{-}Xing Liu and
                  Junliang Shang},
  title        = {{NLRRC:} {A} Novel Clustering Method of Jointing Non-Negative {LRR}
                  and Random Walk Graph Regularized {NMF} for Single-Cell Type Identification},
  journal      = {{IEEE} J. Biomed. Health Informatics},
  volume       = {27},
  number       = {10},
  pages        = {5199--5209},
  year         = {2023}
}
@inproceedings{DBLP:conf/adma/ZhangYLWLY23,
  author       = {Xuanming Zhang and
                  Jianxing Yu and
                  Miaopei Lin and
                  Shiqi Wang and
                  Wei Liu and
                  Jian Yin},
  title        = {Community Detection in Temporal Biological Metabolic Networks Based
                  on Semi-NMF Method with Node Similarity Fusion},
  booktitle    = {{ADMA} {(4)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {14179},
  pages        = {418--432},
  publisher    = {Springer},
  year         = {2023}
}
@inproceedings{DBLP:conf/igarss/BenhaloucheBYKDKB23,
  author       = {Fatima Zohra Benhalouche and
                  Oussama Benabbou and
                  Oualid Yahia and
                  Moussa Sofiane Karoui and
                  Yannick Deville and
                  Lahsen Wahib Kebir and
                  Ahmed Bennia},
  title        = {New Informed Linear Mixing Model And NMF-Based Unmixing Method Addressing
                  Spectral Variability With An Application To Mineral Detection And
                  Mapping Using Prisma Hyperspectral Remote Sensing Data},
  booktitle    = {{IGARSS}},
  pages        = {7539--7542},
  publisher    = {{IEEE}},
  year         = {2023}
}
@article{DBLP:journals/access/CaoXJZMLD22,
  author       = {Jinxin Cao and
                  Weizhong Xu and
                  Di Jin and
                  Xiaofeng Zhang and
                  Anthony Miller and
                  Lu Liu and
                  Weiping Ding},
  title        = {A Network Embedding-Enhanced {NMF} Method for Finding Communities
                  in Attributed Networks},
  journal      = {{IEEE} Access},
  volume       = {10},
  pages        = {118141--118155},
  year         = {2022}
}
@article{DBLP:journals/lgrs/BreziniKBDO22,
  author       = {Salah Eddine Brezini and
                  Moussa Sofiane Karoui and
                  Fatima Zohra Benhalouche and
                  Yannick Deville and
                  Abdelaziz Ouamri},
  title        = {Hypersharpening by an NMF-Unmixing-Based Method Addressing Spectral
                  Variability},
  journal      = {{IEEE} Geosci. Remote. Sens. Lett.},
  volume       = {19},
  pages        = {1--5},
  year         = {2022}
}
@article{DBLP:journals/adhoc/ZhaoZZZWYW21,
  author       = {Zhiyang Zhao and
                  Baoju Zhang and
                  Bo Zhang and
                  Cuiping Zhang and
                  Man Wang and
                  Wenrui Yan and
                  Fengjuan Wang},
  title        = {A novel optimization method for {WSN} based on mixed matrix decomposition
                  of {NMF} and 2-SVD-QR},
  journal      = {Ad Hoc Networks},
  volume       = {115},
  pages        = {102454},
  year         = {2021}
}
@article{DBLP:journals/wicomm/YeZFS21,
  author       = {Zhiwen Ye and
                  Hui Zhang and
                  Libo Feng and
                  Zhangming Shan},
  title        = {{CDCN:} {A} New NMF-Based Community Detection Method with Community
                  Structures and Node Attributes},
  journal      = {Wirel. Commun. Mob. Comput.},
  volume       = {2021},
  pages        = {5517204:1--5517204:12},
  year         = {2021}
}
@inproceedings{DBLP:conf/igarss/BenhaloucheKD21,
  author       = {Fatima Zohra Benhalouche and
                  Moussa Sofiane Karoui and
                  Yannick Deville},
  title        = {Gradient-Based {NMF} Methods for Hyperspectral Unmixing Addressing
                  Spectral Variability with a Multiplicative-Tuning Linear Mixing Model},
  booktitle    = {{IGARSS}},
  pages        = {3205--3208},
  publisher    = {{IEEE}},
  year         = {2021}
}
@inproceedings{DBLP:conf/igarss/KarouiBBDB21,
  author       = {Moussa Sofiane Karoui and
                  Fatima Zohra Benhalouche and
                  Salah Eddine Brezini and
                  Yannick Deville and
                  Yasmine Kheira Benkouider},
  title        = {Hypersharpening by a Multiplicative Joint-Criterion {NMF} Method Addressing
                  Spectral Variability},
  booktitle    = {{IGARSS}},
  pages        = {4472--4475},
  publisher    = {{IEEE}},
  year         = {2021}
}
@inproceedings{DBLP:conf/robio/MiaoZW21,
  author       = {Yanzi Miao and
                  Zongwei Zhang and
                  Hesheng Wang},
  title        = {{NMF:} an Efficient Method for Detecting the Fallen Leaves Using Cleaning
                  Robots on the Road},
  booktitle    = {{ROBIO}},
  pages        = {986--991},
  publisher    = {{IEEE}},
  year         = {2021}
}
@article{DBLP:journals/cmbbeiv/ZhengFLGWP20,
  author       = {Shenhai Zheng and
                  Bin Fang and
                  Laquan Li and
                  Mingqi Gao and
                  Yi Wang and
                  Kaiyi Peng},
  title        = {Automatic liver tumour segmentation in {CT} combining {FCN} and NMF-based
                  deformable model},
  journal      = {Comput. methods Biomech. Biomed. Eng. Imaging Vis.},
  volume       = {8},
  number       = {5},
  pages        = {468--477},
  year         = {2020}
}
@inproceedings{DBLP:conf/interspeech/XiangSHRC20,
  author       = {Yang Xiang and
                  Liming Shi and
                  Jesper Lisby H{\o}jvang and
                  Morten H{\o}jfeldt Rasmussen and
                  Mads Gr{\ae}sb{\o}ll Christensen},
  title        = {An {NMF-HMM} Speech Enhancement Method Based on Kullback-Leibler Divergence},
  booktitle    = {{INTERSPEECH}},
  pages        = {2667--2671},
  publisher    = {{ISCA}},
  year         = {2020}
}
@inproceedings{DBLP:conf/pkaw/BaekISK20,
  author       = {Suhyeon Baek and
                  Akira Imakura and
                  Tetsuya Sakurai and
                  Ichiro Kataoka},
  title        = {Accelerating the Backpropagation Algorithm by Using NMF-Based Method
                  on Deep Neural Networks},
  booktitle    = {{PKAW}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12280},
  pages        = {1--13},
  publisher    = {Springer},
  year         = {2020}
}
@article{DBLP:journals/jcam/TengYQLXQFW19,
  author       = {Yueyang Teng and
                  Yudong Yao and
                  Shouliang Qi and
                  Chen Li and
                  Lisheng Xu and
                  Wei Qian and
                  Fenglei Fan and
                  Ge Wang},
  title        = {A novel framework for the {NMF} methods with experiments to unmixing
                  signals and feature representation},
  journal      = {J. Comput. Appl. Math.},
  volume       = {362},
  pages        = {205--218},
  year         = {2019}
}
@article{DBLP:journals/kbs/WangYG19,
  author       = {Haotian Wang and
                  Wenjing Yang and
                  Naiyang Guan},
  title        = {Cauchy sparse {NMF} with manifold regularization: {A} robust method
                  for hyperspectral unmixing},
  journal      = {Knowl. Based Syst.},
  volume       = {184},
  year         = {2019}
}
@article{DBLP:journals/remotesensing/KarouiBDDBHBW19,
  author       = {Moussa Sofiane Karoui and
                  Fatima Zohra Benhalouche and
                  Yannick Deville and
                  Khelifa Djerriri and
                  Xavier Briottet and
                  Thomas Houet and
                  Arnaud Le Bris and
                  Christiane Weber},
  title        = {Partial Linear NMF-Based Unmixing Methods for Detection and Area Estimation
                  of Photovoltaic Panels in Urban Hyperspectral Remote Sensing Data},
  journal      = {Remote. Sens.},
  volume       = {11},
  number       = {18},
  pages        = {2164},
  year         = {2019}
}
@inproceedings{DBLP:conf/icict/GhorbelAAKA19,
  author       = {Oussama Ghorbel and
                  Hamoud H. Alshammari and
                  Mohammed Aseeri and
                  Radhia Khdhir and
                  Mohamed Abid},
  title        = {Data Reduction Using {NMF} for Outlier Detection Method in Wireless
                  Sensor Networks},
  booktitle    = {{ICICT} {(2)}},
  series       = {Advances in Intelligent Systems and Computing},
  volume       = {1027},
  pages        = {23--30},
  publisher    = {Springer},
  year         = {2019}
}
@article{DBLP:journals/npl/ImakuraISF18,
  author       = {Akira Imakura and
                  Yuto Inoue and
                  Tetsuya Sakurai and
                  Yasunori Futamura},
  title        = {Parallel Implementation of the Nonlinear Semi-NMF Based Alternating
                  Optimization Method for Deep Neural Networks},
  journal      = {Neural Process. Lett.},
  volume       = {47},
  number       = {3},
  pages        = {815--827},
  year         = {2018}
}
@inproceedings{DBLP:conf/igarss/KarouiBDDBB18,
  author       = {Moussa Sofiane Karoui and
                  Fatima Zohra Benhalouche and
                  Yannick Deville and
                  Khelifa Djerriri and
                  Xavier Briottet and
                  Arnaud Le Bris},
  title        = {Detection And Area Estimation For Photovoltaic Panels In Urban Hyperspectral
                  Remote Sensing Data By An Original Nmf-Based Unmixing Method},
  booktitle    = {{IGARSS}},
  pages        = {1640--1643},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/whispers/GuillaumeJLDLCJ18,
  author       = {Mireille Guillaume and
                  Louis Juste and
                  Xavier Lenot and
                  Yannick Deville and
                  Bruno Lafrance and
                  Malik Chami and
                  Sylvain Jay and
                  Audrey Minghelli and
                  Xavier Briottet and
                  V{\'{e}}ronique Serfaty},
  title        = {{NMF} Hyperspectral Unmixing Of The Sea Bottom: Influence Of The Adjacency
                  Effects, Model and Method},
  booktitle    = {{WHISPERS}},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2018}
}
@article{DBLP:journals/iet-spr/YouWLCLXQ17,
  author       = {Mingyu You and
                  Huihui Wang and
                  Zeqin Liu and
                  Chong Chen and
                  Jia{-}Ming Liu and
                  Xianghuai Xu and
                  Zhongmin Qiu},
  title        = {Novel feature extraction method for cough detection using {NMF}},
  journal      = {{IET} Signal Process.},
  volume       = {11},
  number       = {5},
  pages        = {515--520},
  year         = {2017}
}
@article{DBLP:journals/ijon/VanambathinaKC17,
  author       = {Sunnydayal Vanambathina and
                  T. Kishore Kumar and
                  Sergio Cruces},
  title        = {An iterative posterior {NMF} method for speech enhancement in the
                  presence of additive Gaussian noise},
  journal      = {Neurocomputing},
  volume       = {230},
  pages        = {312--315},
  year         = {2017}
}
@article{DBLP:journals/bmcgenomics/YeL16,
  author       = {Yuting Ye and
                  Jingyi Jessica Li},
  title        = {{NMFP:} a non-negative matrix factorization based preselection method
                  to increase accuracy of identifying mRNA isoforms from RNA-seq data},
  journal      = {{BMC} Genom.},
  volume       = {17},
  number       = {{S-1}},
  pages        = {11},
  year         = {2016}
}
@inproceedings{DBLP:conf/i2mtc/0001J0S16,
  author       = {Miao Zhang and
                  Peiyuan Jia and
                  Yi Shen and
                  Fei Shen},
  title        = {Hyperspectral image classification method based on orthogonal {NMF}
                  and {LPP}},
  booktitle    = {{I2MTC}},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2016}
}
@inproceedings{DBLP:conf/ithings/HeXXDW16,
  author       = {Guiqing He and
                  Siyuan Xing and
                  Zhaoqiang Xia and
                  Dandan Dong and
                  Yijing Wei},
  title        = {Study on WorldView-2 Image Fusion Method Based on {NMF} and {HCS}
                  Transform},
  booktitle    = {iThings/GreenCom/CPSCom/SmartData},
  pages        = {548--553},
  publisher    = {{IEEE}},
  year         = {2016}
}
@article{DBLP:journals/cmmm/JiMHYW15,
  author       = {Zhiwei Ji and
                  Guanmin Meng and
                  Deshuang Huang and
                  Xiao{-}Qiang Yue and
                  Bing Wang},
  title        = {{NMFBFS:} {A} NMF-Based Feature Selection Method in Identifying Pivotal
                  Clinical Symptoms of Hepatocellular Carcinoma},
  journal      = {Comput. Math. Methods Medicine},
  volume       = {2015},
  pages        = {846942:1--846942:12},
  year         = {2015}
}
@inproceedings{DBLP:conf/apsipa/HashimotoYN15,
  author       = {Naoaki Hashimoto and
                  Kazumasa Yamamoto and
                  Seiichi Nakagawa},
  title        = {Speech recognition for mixed speech and music by {NMF} using various
                  cost functions and noise adaptive training methods},
  booktitle    = {{APSIPA}},
  pages        = {27--30},
  publisher    = {{IEEE}},
  year         = {2015}
}
@inproceedings{DBLP:conf/mmsp/LiZSP15,
  author       = {Yinan Li and
                  Xiongwei Zhang and
                  Meng Sun and
                  Jingfeng Pan},
  title        = {Speech enhancement based on robust {NMF} solved by alternating direction
                  method of multipliers},
  booktitle    = {{MMSP}},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2015}
}
@article{DBLP:journals/cmmm/LiLZZ14,
  author       = {Deng{-}ao Li and
                  Jing{-}ang Lv and
                  Ju{-}Min Zhao and
                  Jin Zhang},
  title        = {An Effective Way of {J} Wave Separation Based on Multilayer {NMF}},
  journal      = {Comput. Math. Methods Medicine},
  volume       = {2014},
  pages        = {217067:1--217067:8},
  year         = {2014}
}
@inproceedings{DBLP:conf/kse/LinhAT14,
  author       = {Ngo Van Linh and
                  Nguyen Kim Anh and
                  Khoat Than},
  title        = {An Effective NMF-Based Method for Supervised Dimension Reduction},
  booktitle    = {{KSE}},
  series       = {Advances in Intelligent Systems and Computing},
  volume       = {326},
  pages        = {93--104},
  publisher    = {Springer},
  year         = {2014}
}
@inproceedings{DBLP:conf/wcsp/ZhangZZM14,
  author       = {Liwei Zhang and
                  Xiongwei Zhang and
                  Xia Zou and
                  Gang Min},
  title        = {An improved Bayesian NMF-based speech enhancement method using multivariate
                  Laplace distribution},
  booktitle    = {{WCSP}},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2014}
}
@inproceedings{DBLP:conf/whispers/BrisebarreGL14,
  author       = {Godefroy Brisebarre and
                  Mireille Guillaume and
                  Christian Louis},
  title        = {Rare endmembers estimation by {NMF} methods using multitemporal hyperspectral
                  data and change informations},
  booktitle    = {{WHISPERS}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2014}
}
@inproceedings{DBLP:conf/icassp/MorikawaY13,
  author       = {Yu Morikawa and
                  Masahiro Yukawa},
  title        = {A sparse optimization approach to supervised {NMF} based on convex
                  analytic method},
  booktitle    = {{ICASSP}},
  pages        = {6078--6082},
  publisher    = {{IEEE}},
  year         = {2013}
}
@inproceedings{DBLP:conf/icmv/AbeJ13,
  author       = {Bolanle Tolulope Abe and
                  Jaco A. Jordaan},
  title        = {Hyperspectral image classification based on {NMF} Features Selection
                  Method},
  booktitle    = {{ICMV}},
  series       = {{SPIE} Proceedings},
  volume       = {9067},
  pages        = {90670N},
  publisher    = {{SPIE}},
  year         = {2013}
}
@article{DBLP:journals/sensors/WangLL12,
  author       = {Juan Wang and
                  Siyu Lai and
                  Mingdong Li},
  title        = {Improved Image Fusion Method Based on {NSCT} and Accelerated {NMF}},
  journal      = {Sensors},
  volume       = {12},
  number       = {5},
  pages        = {5872--5887},
  year         = {2012}
}
@inproceedings{DBLP:conf/bcb/ZhangDGJZ12,
  author       = {Yuan Zhang and
                  Nan Du and
                  Liang Ge and
                  Kebin Jia and
                  Aidong Zhang},
  title        = {A collective {NMF} method for detecting protein functional module
                  from multiple data sources},
  booktitle    = {{BCB}},
  pages        = {655--660},
  publisher    = {{ACM}},
  year         = {2012}
}
@inproceedings{DBLP:conf/igarss/EchesG12,
  author       = {Olivier Eches and
                  Mireille Guillaume},
  title        = {Seabed estimation using triple {NMF} method},
  booktitle    = {{IGARSS}},
  pages        = {4130--4133},
  publisher    = {{IEEE}},
  year         = {2012}
}
@inproceedings{DBLP:conf/igarss/WuZZW12,
  author       = {Bingjie Wu and
                  Bo Zhang and
                  Hong Zhang and
                  Fan Wu},
  title        = {Ship detection based on improved {S-NMF} method for fully polarimetric
                  Radarsat-2 data},
  booktitle    = {{IGARSS}},
  pages        = {1789--1792},
  publisher    = {{IEEE}},
  year         = {2012}
}
@inproceedings{DBLP:conf/semanticaudio/LeePS11a,
  author       = {Seokjin Lee and
                  Sang Ha Park and
                  Koeng{-}Mo Sung},
  title        = {Geometric Source Separation Method of Audio Signals Based on Beamforming
                  and {NMF}},
  booktitle    = {Semantic Audio},
  publisher    = {Audio Engineering Society},
  year         = {2011}
}
@inproceedings{DBLP:conf/isnn/ZhangDM08,
  author       = {Suwen Zhang and
                  Wanyin Deng and
                  Dandan Miao},
  title        = {A Feature Extraction Method Based on Wavelet Transform and NMFs},
  booktitle    = {{ISNN} {(1)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5263},
  pages        = {55--62},
  publisher    = {Springer},
  year         = {2008}
}
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