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Strong oracle optimality of folded concave penalized estimation
A Novel Neural Network Based on NCP Function for Solving Constrained Nonconvex Optimization Problems
his article presents a novel neural network (NN) based on NCP function for solving nonconvex nonlinear optimization (NCNO) problem subject to nonlinear inequality constraints. We first apply the p-power convexification ...
A Novel Dynamic System Model Based on NCP Function for Solving Nonconvex Nonlinear Optimization Problems
This paper presents a neural network based on NCP function to solve a class of nonconvex nonlinear optimization (NCNO) problems. The proposed neural network is a gradient model, which is constructed with an NCP
function ...
A Neurodynamic Model to Solve Non-linear Pseudo-Monotone Projection Equation and Its Applications
in the sense of Lyapunov, globally convergent, globally asymptotically stable, and globally exponentially stable. Also, we show that, our new neurodynamic model is effective to solve the nonconvex optimization problems. Moreover, since monotonicity is a special...
Geometry based reduced order thermal model for totally enclosed machines
Parametric NCP-Based Recurrent Neural Network Model: A New Strategy to Solve Fuzzy Nonconvex Optimization Problems
The present scientific attempt is devoted to investigating the fuzzy nonconvex optimization problems (NCOPs) utilizing the concepts of recurrent neural networks (RNNs). To the best of our knowledge, this paper is the first study on finding a...