A Newton’s method for the continuous quadratic knapsack problem

We introduce a new efficient method to solve the continuous quadratic knapsack problem. This is a highly structured quadratic program that appears in different contexts. The method converges after O ( n ) iterations with overall arithmetic complexity O ( n 2 ) . Numerical experiments show that in pr...

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Veröffentlicht in:Mathematical programming computation 2014-06, Vol.6 (2), p.151-169
Hauptverfasser: Cominetti, Roberto, Mascarenhas, Walter F., Silva, Paulo J. S.
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Sprache:eng
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Zusammenfassung:We introduce a new efficient method to solve the continuous quadratic knapsack problem. This is a highly structured quadratic program that appears in different contexts. The method converges after O ( n ) iterations with overall arithmetic complexity O ( n 2 ) . Numerical experiments show that in practice the method converges in a small number of iterations with overall linear complexity, and is faster than the state-of-the-art algorithms based on median finding, variable fixing, and secant techniques.
ISSN:1867-2949
1867-2957
DOI:10.1007/s12532-014-0066-y