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PROFIT OPTIMIZATION IN THE PRICE SETTING NEWS-VENDOR MODEL WITH POISSON DEMAND

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dc.contributor.advisor Nouiehed, Maher
dc.contributor.author Abou Hala, Sara
dc.date.accessioned 2022-02-07T06:24:45Z
dc.date.available 2022-02-07T06:24:45Z
dc.date.issued 2022-02-07
dc.date.submitted 2022-02-06
dc.identifier.uri http://hdl.handle.net/10938/23326
dc.description.abstract The Price Setting Newsvendor (PSN) model is one of the fundamental models for Operations Research and Management Science. In its most basic version, the Price Setting News-Vendor model allows retailers, who sell their products over a single selling period, to determine the optimal ordering quantity and selling price that maximize their expected profits. The set of products covered by the News-Vendor model can range from perishable food and bakery items to short life cycle items such as seasonal fashion goods or even electronics. In our model, we represent the demand on these products by a Poisson distribution, as some of them can face a low customer appeal due to their availability in a wide assortment or their occasional use. We also consider substitutable retail products, that are horizontally differentiated variants, under an additive-multiplicative demand setting and a logit consumer choice model. Under these settings, we propose a coordinate ascent algorithm that finds a local maximum of the profit function. Moreover, we devise optimality conditions that allow for checking whether the computed solution is a local or global optima. These conditions are used to develop a method that allows escaping local solutions that are not global. We validate our results by conducting various numerical experiments with random inputs of the model parameters. Finally, we evaluate the effectiveness of our approach compared to existing optimization heuristics applied under similar problem settings, and we suggest areas for improvement in future research.
dc.language.iso en_US
dc.subject News-Vendor
dc.subject Optimization
dc.title PROFIT OPTIMIZATION IN THE PRICE SETTING NEWS-VENDOR MODEL WITH POISSON DEMAND
dc.type Thesis
dc.contributor.department Industrial Engineering and Management
dc.contributor.faculty Maroun Semaan Faculty of Engineering and Architecture
dc.contributor.commembers Madah, Bacel
dc.contributor.commembers Tarhini, Hussein
dc.contributor.degree ME
dc.contributor.AUBidnumber 201602329


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