The aim of the project is to investigate the theoretical and computational properties of some recent gradient methods of Barzilai-Borwein type for Mathematical Programming and, possibly, to derive general results for the corresponding class of algorithms. From the computational viewpoint, the interest is on challenging large-scale problems, mainly related to real-world Machine Learning applications, that needs high performance resources to be faced in reasonable time. (Research project under the HPC-Europa initiative of the 6th European FP)
Study and development of parallel gradient methods for some classes of large-scale nonlinear programming problems
ZANGHIRATI, Gaetano
2007
Abstract
The aim of the project is to investigate the theoretical and computational properties of some recent gradient methods of Barzilai-Borwein type for Mathematical Programming and, possibly, to derive general results for the corresponding class of algorithms. From the computational viewpoint, the interest is on challenging large-scale problems, mainly related to real-world Machine Learning applications, that needs high performance resources to be faced in reasonable time. (Research project under the HPC-Europa initiative of the 6th European FP)File in questo prodotto:
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