Dr. PAN, Junjun 潘珺珺博士
Research Assistant Professor
PhD, Xiamen University
MPhil, Xiamen University
MPhil, Xiamen University
Current Research Interests
Numerical linear algebra, Nonnegative matrix factorization, Tensor decomposition, Numerical optimization, Data mining, Machine learning.
Selected Publications
- Pan, J., and Ng, M. (2023) Co-separable Nonnegative Matrix Factorization. SIAM Journal on Matrix Analysis and Applications, 44(3), 1393-1420.
- Pan, J., and Ng, M. (2023) Separable Quaternion Matrix Factorization for Polarization Images. SIAM Journal on Imaging Sciences, 16(3), 1281-1307.
- Pan, J., Ng, M., Liu, Y. Zhang, X., and Yan, H. (2021) Orthogonal Nonnegative Tucker Decomposition. SIAM Journal on Scientific Computing, 43(1), B55-B81.
- Pan, J., and Ng, M. (2018) Orthogonal Nonnegative Matrix Factorization by Sparsity and Nuclear Norm Optimization. SIAM Journal on Matrix Analysis and Applications, 39(2), 856-75.
- Pan, J., and Gillis, N. (2021) Generalized Separable Nonnegative Matrix Factorization. IEEE Trans on Pattern Analysis and Machine Intelligence, 43(5), 1546 - 1561.
- Jiang, T., Ng, M., Pan, J. and Song, G. (2023) Nonnegative low rank tensor approximations with multidimensional image applications. Numerische Mathematik, 153, 141-170.
- Liu, Y., Pan, J., and Ng, M. (2023) Tucker Network: Expressive Power and Comparison. Neural Networks, 160, 63-83.
- Pan, J., and Ng, M. (2018) Symmetric Orthogonal Approximation to Symmetric Tensors with Applications to Image Reconstruction. Numerical Linear Algebra with Applications, 25(5), e2180.