Promotion Optimization for Multiple Items in Supermarkets

نویسندگان

چکیده

Promotions are a critical decision for supermarket managers, who must decide the price promotions large number of items. Retailers often use to boost sales different items by leveraging cross-item effects. We formulate promotion optimization problem multiple as nonlinear integer program. Our formulation includes several business rules constraints. demand models can be estimated from data and capture postpromotion dip effect effects (substitution complementarity). Because functions typically nonlinear, exact is intractable. To address this issue, we propose general class programming approximations. For with additive effects, prove that it sufficient account unilateral pairwise contributions derive parametric bounds on performance approximation. also show unconstrained solved efficiently via linear program when substitutable set has two values. more cases, develop efficient rounding schemes obtain an solution. conclude testing our method realistic instances convey potential practical impact retailers. This paper was accepted Yinyu Ye, optimization.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Multiagent auctions for multiple items

Available resources can often be limited with regard to the number of demands. In this paper we propose an approach for solving this problem using the mechanisms of multi-item auctions for allocating the resources to a set of software agents. We consider the resource allocation problem as a market with vendor and buyer agents participating in a multi-item auction. The agents exhibit different a...

متن کامل

Dynamic Models for Selling Multiple Items∗

We study the optimal strategy for selling multiple items in a setting where bidders can bid for individual items and for subsets of items. There is a large literature examining search problems with a single good, but few papers that generalize the problem to vector offers for subsets of items. One of the challenges in extending to multiple goods is that, as the state space expands, the problem ...

متن کامل

Vickrey-Dutch procurement auction for multiple items

We consider a setting where there is a manufacturer who wants to procure multiple items from a set of suppliers each of whom can supply one or more of these items (bundles). We design an ascending price auction for such a setting which implements the Vickrey-Clarke-Groves outcome and truthful bidding is an ex post Nash equilibrium. Our auction maintains non-linear and non-anonymous prices throu...

متن کامل

Online pricing for bundles of multiple items

Given a seller with k types of items, m of each, a sequence of users {u1, u2, . . .} arrive one by one. Each user is single-minded, i.e., each user is interested only in a particular bundle of items. The seller must set the price and assign some amount of bundles to each user upon his/her arrival. Bundles can be sold fractionally. Each ui has his/her value function vi (·) such that vi (x) is th...

متن کامل

Revenue Maximization for Selling Multiple Correlated Items

We study the problem of selling n items to a single buyer with an additive valuation function. We consider the valuation of the items to be correlated, i.e., desirabilities of the buyer for the items are not drawn independently. Ideally, the goal is to design a mechanism to maximize the revenue. However, it has been shown that a revenue optimal mechanism might be very complicated and as a resul...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Management Science

سال: 2021

ISSN: ['0025-1909', '1526-5501']

DOI: https://doi.org/10.1287/mnsc.2020.3641