In this paper, we study the non-asymptotic convergence rate of the DCA (difference-of- convex algorithm), also known as the convex–concave procedure, with two different …
K Kazda, X Li - European Journal of Operational Research, 2024 - Elsevier
We address the problem of finding continuous piecewise linear (CPWL) approximations of deterministic functions of any dimension that satisfy any predefined error-tolerance, while …
G Li, L Yang, Z Wu, C Wu - Information Sciences, 2021 - Elsevier
Proximal support vector machine (PSVM), as a variant of support vector machine (SVM), is to generate a pair of non-parallel hyperplanes for classification. Although PSVM is one of the …
AA Ahmadi, A Chaudhry, J Zhang - Advances in Mathematics, 2024 - Elsevier
We present generalizations of Newton's method that incorporate derivatives of an arbitrary order d but maintain a polynomial dependence on dimension in their cost per iteration. At …
K Sun, XA Sun - INFORMS Journal on Optimization, 2023 - pubsonline.informs.org
In this paper, we consider minimization of a difference-of-convex (DC) function with and without linear equality constraints. We first study a smooth approximation of a generic DC …
A Nitanda, T Suzuki - Artificial intelligence and statistics, 2017 - proceedings.mlr.press
Difference of convex functions (DC) programming is an important approach to nonconvex optimization problems because these structures can be encountered in several fields …
We present the invariant barrier-certificate condition that witnesses unbounded-time safety of differential dynamical systems. The proposed condition is the weakest possible one to …
We prove that convex ternary quartic forms are sum-of-squares-convex (sos-convex). This result is in a meaningful sense the``convex analogue''a celebrated theorem of Hilbert from …
O Karatalay, I Psaromiligkos… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
Device-to-device (D2D) communication is an enabling technology for fog computing by allowing the sharing of computation resources between mobile devices. However …