CORDIS Project
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The NEITALG project focuses on developing new iterative algorithms that can solve complex optimization problems, particularly nonconvex ones. By enhancing the performance and interpretability of these algorithms, the project aims to advance scientific computing and machine learning applications.
Iterative algorithms (IA) stand as the very backbone of scientific computing.
Traditional IA rely on convex optimization to guide the search for optima, severely limiting their scope to local solutions.
Consequently, nonconvex problems are regarded as the ultimate challenge of global optimization.
Solving them with convergence guarantees will lead to numerous scientific discoveries, such as finding new medications through optimization of the properties of molecules or enhancing materials for sol…
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