An efficient nonnegative matrix factorization approach in flexible Kernel space
In this paper, we propose a general formulation for kernel nonnegative matrix factorization with flexible kernels. Specifically, we propose the Gaussian nonnegative matrix factorization (GNMF) algorithm by using the Gaussian kernel in the framework. Different from a recently developed polynomial NMF...
| Main Authors: | Zhang, D., Liu, Wan-quan |
|---|---|
| Other Authors: | Craig Boutilier |
| Format: | Conference Paper |
| Published: |
Morgan Kaufmann Publishers Inc
2009
|
| Online Access: | http://portal.acm.org/citation.cfm?id=1661661# http://hdl.handle.net/20.500.11937/31709 |
Similar Items
Nonnegative matrix factorization and metamorphic malware detection
by: Ling, Yeong Tyng, et al.
Published: (2019)
by: Ling, Yeong Tyng, et al.
Published: (2019)
Parameter selection for nonnegative l1 matrix/tensor sparse decomposition
by: Wang, Y., et al.
Published: (2015)
by: Wang, Y., et al.
Published: (2015)
Effects of Time and Frequency Resolution on Nonnegative Matrix Factorization
by: Sophea, Seng, et al.
Published: (2007)
by: Sophea, Seng, et al.
Published: (2007)
Structural features with nonnegative matrix factorization for metamorphic malware detection
by: Yeong, Tyng Ling, et al.
Published: (2021)
by: Yeong, Tyng Ling, et al.
Published: (2021)
A matrix factorization framework for jointly analyzing multiple nonnegative data
by: Gupta, Sunil, et al.
Published: (2011)
by: Gupta, Sunil, et al.
Published: (2011)
Determining a Suitable Desired Factors for Nonnegative Matrix Factorization in Polyphonic Music Transcription
by: Sophea, Seng, et al.
Published: (2007)
by: Sophea, Seng, et al.
Published: (2007)
Spectral theory of nonnegative tensors
by: Yang, Q., et al.
Published: (2013)
by: Yang, Q., et al.
Published: (2013)
Metamorphic malware detection using structural features and nonnegative matrix factorization with hidden markov model
by: Ling, Yeong Tyng, et al.
Published: (2021)
by: Ling, Yeong Tyng, et al.
Published: (2021)
Inverse nonnegative local coordinate factorization for visual tracking
by: Liu, Fanghui, et al.
Published: (2017)
by: Liu, Fanghui, et al.
Published: (2017)
Efficient algorithms for computing the largest eigenvalue of a nonnegative tensor
by: Zhou, Guanglu, et al.
Published: (2013)
by: Zhou, Guanglu, et al.
Published: (2013)
The largest eigenvalue of nonnegative tensors
by: Ibrahim, Nur Fadhilah
Published: (2013)
by: Ibrahim, Nur Fadhilah
Published: (2013)
The Non-convex Sparse Problem with Nonnegative Constraint for Signal Reconstruction
by: Wang, Y., et al.
Published: (2016)
by: Wang, Y., et al.
Published: (2016)
Regularised nonnegative shared subspace learning
by: Gupta, Sunil, et al.
Published: (2011)
by: Gupta, Sunil, et al.
Published: (2011)
Coefficient Conditions for Starlikeness of Nonnegative Order
by: M. Ali, Rosihan, et al.
Published: (2012)
by: M. Ali, Rosihan, et al.
Published: (2012)
Kernel discriminant analysis for color face recognition
by: Zhang, X., et al.
Published: (2012)
by: Zhang, X., et al.
Published: (2012)
An always convergent algorithm for the largest eigenvalue of an irreducible nonnegative tensor
by: Liu, Y., et al.
Published: (2010)
by: Liu, Y., et al.
Published: (2010)
Finding the largest eigenvalue of a nonnegative tensor
by: Ng, M., et al.
Published: (2009)
by: Ng, M., et al.
Published: (2009)
On the largest eigenvalue of a symmetric nonnegative tensor
by: Zhou, Guanglu, et al.
Published: (2013)
by: Zhou, Guanglu, et al.
Published: (2013)
Approximation algorithms for nonnegative polynomial optimization problems over unit spheres
by: Zhang, X., et al.
Published: (2017)
by: Zhang, X., et al.
Published: (2017)
Learning parts-based representations with nonnegative restricted boltzmann machine
by: Nguyeny, T., et al.
Published: (2013)
by: Nguyeny, T., et al.
Published: (2013)
Learning in reproducing kernel Kreın spaces
by: Oglic, Dino, et al.
Published: (2018)
by: Oglic, Dino, et al.
Published: (2018)
A fast algorithm for the spectral radii of weakly reducible nonnegative tensors
by: Zhou, Guanglu, et al.
Published: (2018)
by: Zhou, Guanglu, et al.
Published: (2018)
A Projection-Pursuit-Based Method for Blind Separation of Nonnegative Sources
by: Yang, Z., et al.
Published: (2013)
by: Yang, Z., et al.
Published: (2013)
Nonnegative polynomial optimization over unit spheres and convex programming relaxations
by: Zhou, Guanglu, et al.
Published: (2012)
by: Zhou, Guanglu, et al.
Published: (2012)
Convergence of an algorithm for the largest singular value of a nonnegative rectangular tensor
by: Zhou, Guanglu, et al.
Published: (2013)
by: Zhou, Guanglu, et al.
Published: (2013)
Nonnegative shared subspace learning and its application to social media retrieval
by: Gupta, Sunil, et al.
Published: (2010)
by: Gupta, Sunil, et al.
Published: (2010)
Nonnegative blind source separation by sparse component analysis based on determinant measure
by: Yang, Z., et al.
Published: (2012)
by: Yang, Z., et al.
Published: (2012)
Linear quadratic regulation for discrete-time antilinear systems: An anti-Riccati matrix equation approach
by: Wu, A., et al.
Published: (2014)
by: Wu, A., et al.
Published: (2014)
Performance analysis and optimization of user space versus kernel space network application
by: K., Minghao, et al.
Published: (2007)
by: K., Minghao, et al.
Published: (2007)
Dissipativity Analysis of Descriptor Systems Using Image Space Characterization
by: Qiao, L., et al.
Published: (2014)
by: Qiao, L., et al.
Published: (2014)
A convex geometry based blind source separation method for separating nonnegative sources
by: Yang, Z., et al.
Published: (2014)
by: Yang, Z., et al.
Published: (2014)
Dynamics of Lebesgue Quadratic Stochastic Operator with Nonnegative Integers Parameters Generated by 2-Partition
by: Siti Nurlaili, Karim, et al.
Published: (2023)
by: Siti Nurlaili, Karim, et al.
Published: (2023)
Learning vector representation of medical objects via EMR-driven nonnegative restricted Boltzmann machines (eNRBM)
by: Tran, The Truyen, et al.
Published: (2015)
by: Tran, The Truyen, et al.
Published: (2015)
The parametrization for the matrix pencil with constant rank and its application
by: Wang, J., et al.
Published: (2008)
by: Wang, J., et al.
Published: (2008)
Additive preservers of rank-additivity on matrix spaces
by: CHOOI, W, et al.
Published: (2005)
by: CHOOI, W, et al.
Published: (2005)
Fast cross-validation algorithms for least squares support vector machine and kernel ridge regression
by: An, Senjian, et al.
Published: (2007)
by: An, Senjian, et al.
Published: (2007)
Rank Stability Radius for a Matrix with Structured Scalar Perturbations
by: Xing, W., et al.
Published: (2009)
by: Xing, W., et al.
Published: (2009)
Parametric solutions to Sylvester conjugate matrix equations
by: Wu, A., et al.
Published: (2011)
by: Wu, A., et al.
Published: (2011)
Robust and flexible landmarks detection for uncontrolled frontal faces in the wild
by: Liang, A., et al.
Published: (2016)
by: Liang, A., et al.
Published: (2016)
The matrix form for weighted linear discriminant analysis and fractional linear discriminant analysis
by: Xu, T., et al.
Published: (2009)
by: Xu, T., et al.
Published: (2009)
Similar Items
-
Nonnegative matrix factorization and metamorphic malware detection
by: Ling, Yeong Tyng, et al.
Published: (2019) -
Parameter selection for nonnegative l1 matrix/tensor sparse decomposition
by: Wang, Y., et al.
Published: (2015) -
Effects of Time and Frequency Resolution on Nonnegative Matrix Factorization
by: Sophea, Seng, et al.
Published: (2007) -
Structural features with nonnegative matrix factorization for metamorphic malware detection
by: Yeong, Tyng Ling, et al.
Published: (2021) -
A matrix factorization framework for jointly analyzing multiple nonnegative data
by: Gupta, Sunil, et al.
Published: (2011)