An accurate active set Newton algorithm for large scale bound constrained optimization
Applications of Mathematics, Tome 56 (2011) no. 3, pp. 297-314
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A new algorithm for solving large scale bound constrained minimization problems is proposed. The algorithm is based on an accurate identification technique of the active set proposed by Facchinei, Fischer and Kanzow in 1998. A further division of the active set yields the global convergence of the new algorithm. In particular, the convergence rate is superlinear without requiring the strict complementarity assumption. Numerical tests demonstrate the efficiency and performance of the present strategy and its comparison with some existing active set strategies.
DOI :
10.1007/s10492-011-0018-z
Classification :
90C06, 90C30, 90C53
Keywords: active set; bound constraints; Newton method; strict complementarity
Keywords: active set; bound constraints; Newton method; strict complementarity
@article{10_1007_s10492_011_0018_z, author = {Sun, Li and He, Guoping and Wang, Yongli and Zhou, Changyin}, title = {An accurate active set {Newton} algorithm for large scale bound constrained optimization}, journal = {Applications of Mathematics}, pages = {297--314}, publisher = {mathdoc}, volume = {56}, number = {3}, year = {2011}, doi = {10.1007/s10492-011-0018-z}, mrnumber = {2800580}, zbl = {1224.90177}, language = {en}, url = {http://geodesic.mathdoc.fr/articles/10.1007/s10492-011-0018-z/} }
TY - JOUR AU - Sun, Li AU - He, Guoping AU - Wang, Yongli AU - Zhou, Changyin TI - An accurate active set Newton algorithm for large scale bound constrained optimization JO - Applications of Mathematics PY - 2011 SP - 297 EP - 314 VL - 56 IS - 3 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.1007/s10492-011-0018-z/ DO - 10.1007/s10492-011-0018-z LA - en ID - 10_1007_s10492_011_0018_z ER -
%0 Journal Article %A Sun, Li %A He, Guoping %A Wang, Yongli %A Zhou, Changyin %T An accurate active set Newton algorithm for large scale bound constrained optimization %J Applications of Mathematics %D 2011 %P 297-314 %V 56 %N 3 %I mathdoc %U http://geodesic.mathdoc.fr/articles/10.1007/s10492-011-0018-z/ %R 10.1007/s10492-011-0018-z %G en %F 10_1007_s10492_011_0018_z
Sun, Li; He, Guoping; Wang, Yongli; Zhou, Changyin. An accurate active set Newton algorithm for large scale bound constrained optimization. Applications of Mathematics, Tome 56 (2011) no. 3, pp. 297-314. doi: 10.1007/s10492-011-0018-z
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