TY - JOUR
T1 - Proximal Operator of Quotient Functions with Application to a Feasibility Problem in Query Optimization
AU - Moerkotte, Guido
AU - Montag, Martin
AU - Repetti, Audrey
AU - Steidl, Gabriele
PY - 2015/9
Y1 - 2015/9
N2 - In this paper we determine the proximity functions of the sum and the maximum of componentwise (reciprocal) quotients of positive vectors. For the sum of quotients, denoted by Q 1 , the proximity function is just a componentwise shrinkage function which we call q -shrinkage. This is similar to the proximity function of the ¿ 1 -norm which is given by componentwise soft shrinkage. For the maximum of quotients Q ∞ , the proximal function can be computed by first order primal-dual methods involving epigraphical projections.The proximity functions of Q ¿ , ¿ = 1 , ∞ are applied to solve convex problems of the form argmin x Q ¿ ( A x b ) subject to x ¿ 0 , 1 ¿ x ¿ 1 . Such problems are of interest in selectivity estimation for cost-based query optimizers in database management systems.
AB - In this paper we determine the proximity functions of the sum and the maximum of componentwise (reciprocal) quotients of positive vectors. For the sum of quotients, denoted by Q 1 , the proximity function is just a componentwise shrinkage function which we call q -shrinkage. This is similar to the proximity function of the ¿ 1 -norm which is given by componentwise soft shrinkage. For the maximum of quotients Q ∞ , the proximal function can be computed by first order primal-dual methods involving epigraphical projections.The proximity functions of Q ¿ , ¿ = 1 , ∞ are applied to solve convex problems of the form argmin x Q ¿ ( A x b ) subject to x ¿ 0 , 1 ¿ x ¿ 1 . Such problems are of interest in selectivity estimation for cost-based query optimizers in database management systems.
U2 - 10.1016/j.cam.2015.02.030
DO - 10.1016/j.cam.2015.02.030
M3 - Article
SN - 0377-0427
VL - 285
SP - 243
EP - 255
JO - Journal of Computational and Applied Mathematics
JF - Journal of Computational and Applied Mathematics
IS - C
ER -