A complex-valued neural dynamical optimization approach and its stability analysis. - Songchuan Zhang; Youshen Xia; Wei Xing Zheng 001 (Neural Networks, 2015)

A Complex-Valued Projection Neural Network for Constrained Optimization of Real Functions in Complex Variables. - Songchuan Zhang; Youshen Xia; Jun Wang 002 (IEEE Trans. Neural Networks Learn. Syst., 2015)

Neural network for computing pseudoinverses and outer inverses of complex-valued matrices. - Youshen Xia; Songchuan Zhang; Predrag S. Stanimirovic (Appl. Math. Comput., 2016)

Two Fast Complex-Valued Algorithms for Solving Complex Quadratic Programming Problems. - Songchuan Zhang; Youshen Xia (IEEE Trans. Cybern., 2016)

A complex-valued multichannel speech enhancement learning algorithm for optimal tradeoff between noise reduction and speech distortion. - Jingxian Tu; Youshen Xia; Songchuan Zhang (Neurocomputing, 2017)

Two Matrix-Type Projection Neural Networks for Solving Matrix-Valued Optimization Problems. - Lingmei Huang; Youshen Xia; Songchuan Zhang (ICONIP (2), 2018)

Solving Nonlinear Optimization Problems of Real Functions in Complex Variables by Complex-Valued Iterative Methods. - Songchuan Zhang; Youshen Xia (IEEE Trans. Cybern., 2018)

Two Matrix-Type Projection Neural Networks for Matrix-Valued Optimization with Application to Image Restoration. - Lingmei Huang; Youshen Xia; Liqing Huang; Songchuan Zhang (Neural Process. Lett., 2021)

Matrix-Form Neural Networks for Complex-Variable Basis Pursuit Problem With Application to Sparse Signal Reconstruction. - Songchuan Zhang; Yonghui Xia; Youshen Xia; Jun Wang 002 (IEEE Trans. Cybern., 2022)

Matrix-type Recurrent Neural Network For Fast Solving Complex-variable ℓ1-norm Optimization. - Songchuan Zhang; Youshen Xia (ICCAI, 2023)