Non-negative Matrix Factorization Features from Spectral Signatures of AVIRIS Images

Keywords

Non-negative matrix factorization, Matrix decomposition, Pattern recognition (psychology), Feature (linguistics), Computer science

References

• Dependencies between transcription factor binding sites: comparison between ICA, NMF, PLSA and frequent setsHeli Hiisilä, Ella Bingham — 2004
• Eigenviews for object recognition in multispectral imaging systemsRajeev Ramanath, W.E. Snyder, Hairong Qi — 2003
• Learning the parts of objects by non-negative matrix factorizationDaniel D. Lee, H. Sebastian Seung — 1999
• Improving non-negative matrix factorizations through structured initializationStefan M. Wild, James H. Curry, Anne M. Dougherty — 2004
• The Spectral Image Processing System (SIPS) - Interactive visualization and analysis of imaging spectrometer dataFred A. Kruse, A. B. Lefkoff, J.W. Boardman — 1993
• Non-negative Matrix Factorization with Sparseness ConstraintsPatrik O. Hoyer — 2004
• Non-negative Matrix Factorization with Sparseness ConstraintsPatrik O. Hoyer — 2004
• Projective Nonnegative Matrix Factorization for Image Compression and Feature ExtractionZhijian Yuan, E. Oja — 2005

Cited by

• Automatic recognition for mechanical images based on Sparse non-negative matrix factorization and Probabilistic Neural NetworksWang Qinghua, Hongtao Yu, Deng Donghua — 2015
• A Novel Strategy of Nonnegative-Matrix-Factorization-Based Polarimetric Ship DetectionRui Guo, Lei Zhang, Jun Li — 2011
• Fault diagnosis for diesel valve trains based on non-negative matrix factorization and neural network ensembleWang Qinghua, Zhang Youyun, Cai Lei — 2009
• Parallel Nonnegative Matrix Factorization Algorithm on the Distributed Memory PlatformChao Dong, Huijie Zhao, Wei Wang — 2010
• Autofluorescence Removal by Non-Negative Matrix FactorizationFranco Woolfe, Michael Gerdes, Musodiq Bello — 2011
• Fault Diagnosis of time-frequency images based on non-negative factorization and neural network ensembleQinghua Wang, Youyun Zhang, Zhu Yongshen — 2008
• A PARALLEL ALGORITHM FOR NONNEGATIVE MATRIX FACTORIZATION BASED ON NEWTON ITERATIONMarkus Flatz, Marián Vajteršic — 2013
• Parallel Nonnegative Matrix Factorization via Newton IterationMarkus Flatz, Marián Vajteršic — 2016
• Parallelization of the Hierarchical Alternating Least Squares Algorithm for Nonnegative Matrix FactorizationMarkus Flatz, Rade Kutil, Marián Vajteršic — 2018
• A Block Coordinate Descent-based Projected Gradient Algorithm for Orthogonal Non-negative Matrix FactorizationSoodabeh Asadi, Janez Povh — 2020
• Algorithms for Nonnegative Tensor FactorizationS. Zafeiriou — 2009
• Algorithms for Nonnegative Tensor FactorizationM. Flatz — 2013
• Parallel Nonnegative Matrix Factorization Based on Newton Iteration with Improved Convergence BehaviorR. Kutil, M. Flatz, M. Vajtersic — 2017

Related papers

• Hyperspectral Unmixing Based on Nonnegative Matrix Factorization: A Comprehensive ReviewXin-Ru Feng, Heng-Chao Li, Rui Wang — 2022
• Hyperspectral image unmixing with Nonnegative Matrix FactorizationRafał Zdunek — 2012
• Nonnegative Matrix Factorization With Data-Guided Constraints For Hyperspectral UnmixingRisheng Huang, Xiaorun Li, Liaoying Zhao — 2017
• CUR+NMF for learning spectral features from large data matrixHyekyoung Lee, Seungjin Choi — 2008
• PHASL-NMF: Hierarchical ALS Based Power Non-Negative Matrix FactorizationYuan Luo, Bing Han, Nian Zhang — 2023
• Sparsity promoted non-negative matrix factorization for source separation and detectionYanlin Wang, Yun Li, K. C. Ho — 2014
• Non-Negative Matrix Factorization for Note Onset Detection of Audio SignalsWenwu Wang, Yuhui Luo, Jonathon A. Chambers — 2006
• Detection of Brain Activity in Functional Magnetic Resonance Imaging Data usingAmir A. Khaliq, I. M. Qureshi, Ihsanulhaq Ihsanulhaq — 2013
• Combining Fisher discriminant analysis with nonnegative matrix factorization by perspectral data unmixingWU Guo-feng — 2011