DC programmingNonsmooth optimizationVariational analysisOptimization methods for difference-of-convex programs iteratively solve convex subproblems to define iterates. Although convex, depending on the problem's structure, these subproblems are very often challenging and require specialized solvers. This work ...
Sequential equality-constrained optimization for nonlinear programming Article 03 May 2016 Convergence Analysis of Difference-of-Convex Algorithm with Subanalytic Data Article 26 July 2018 References Toland, J.F.: Duality in nonconvex optimization. J. Math. Anal. Appl. 66(2), 399–415 (1978...
This paper investigates the relation between sequential convex programming (SCP) as, e.g., defined in [24] and DC (difference of two convex functions) programming. We first present an SCP algorithm for solving nonlinear optimization problems with DC constraints and prove its convergence. Then we...
The mathematical description of the optimal control problem is shown in Problem 1. Problem 1: Cost function: minimize𝑡f,𝒖(𝑡)minimizetf,u(t) (5) Subject to: (1)~(4) 3. HNSCP Algorithm Traditional sequential convex programming (TSCP) is widely used in [13,14,15]. Unfortunately,...
Sequential probability assignment via online convex programming using exponential families. In Proceedings of the IEEE International Symposium on Information Theory, Seoul, Korea, 28 June–3 July 2009; IEEE: Piscataway, NJ, USA, 2009; pp. 1338–1342. [Google Scholar] Raginsky, M.; Willet, R.;...
There is generally sequential injection of the two materials through the same gate (or gates), with some amount of simultaneous injection. Nordson Xaloy Is there a difference in parental perceptions of levels of distress between parents of the infants who receive simultaneous injections as compared ...
3_ Programming 1_ Python Basics About Python is a high-level programming langage. I can be used in a wide range of works. Commonly used in data-science, Python has a huge set of libraries, helpful to quickly do something. Most of informatics systems already support Python, without installi...
3_ Programming 1_ Python Basics About Python is a high-level programming langage. I can be used in a wide range of works. Commonly used in data-science, Python has a huge set of libraries, helpful to quickly do something. Most of informatics systems already support Python, without installi...
Moreover, de novo creation of advanced machine learning models often requires a computational background, programming expertise, and a thorough knowledge of model structures. In contrast to those deep-learning approaches, Cellpose utilizes a pretrained model, which has been trained on an extensive ...
Through a nonlinear interval number programming method, the multi-objective optimization problem under interval uncertainty is converted into a deterministic one. Considering the problem of low efficiency and local optima caused by traditional optimization methods, sequential approximate optimization approach is...