Browsing by Author "Kaminsky, P."
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Item Open Access A Conic Integer Programming Approach to Constrained Assortment Optimization under the Mixed Multinomial Logit Model(Institute for Operations Research and the Management Sciences (INFORMS), 2017-08-12) Şen, Alper; Atamtürk, Alper; Kaminsky, P.We consider the constrained assortment optimization problem under the mixed multinomial logit model. Even moderately sized instances of this problem are challenging to solve directly using standard mixed-integer linear optimization formulations. This has motivated recent research exploring customized optimization strategies and approximation techniques. In contrast, we develop a novel conic quadratic mixed-integer formulation. This new formulation, together with McCormick inequalities exploiting the capacity constraints, enables the solution of large instances using commercial optimization software.Item Open Access Technical note-a conic integer optimization approach to the constrained assortment problem under the mixed multinomial logit model(INFORMS The Institute for Operations Research and the Management Sciences, 2018) Şen, A.; Atamtürk, A.; Kaminsky, P.We consider the constrained assortment optimization problem under the mixed multinomial logit model. Even moderately sized instances of this problem are challenging to solve directly using standard mixed-integer linear optimization formulations. This has motivated recent research exploring customized optimization strategies and approximation techniques. In contrast, we develop a novel conic quadratic mixed-integer formulation. This new formulation, together with McCormick inequalities exploiting the capacity constraints, enables the solution of large instances using commercial optimization software.