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Nonmonotone bundle-type scheme for convex nonsmooth minimization
Authors:F. Facchinei  S. Lucidi
Affiliation:(1) Dipartimento di Informatica e Sistemistica, Università di Roma "ldquo"La Sapienza,"rdquo", Roma, Italy;(2) Istituto di Analisi dei Sistemi ed Informatica del CNR, Roma, Italy
Abstract:In this paper, we present a general scheme for bundle-type algorithms which includes a nonmonotone line search procedure and for which global convergence can be proved. Some numerical examples are reported, showing that the nonmonotonicity can be beneficial from a computational point of view.This work was partially supported by the National Research Program on ldquoMetodi di ottimizzazione per le decisioni,rdquo Ministero dell' Universitá e della Ricerca Scientifica e Tecnologica and by ASI: Agenzia Spaziale Italiana.
Keywords:Convex programming  nonsmooth optimization  bundle methods  nonmonotone algorithms
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