Dayanık, Savaş and Sezer, Semih Onur (2023) Optimal dynamic multi-keyword bidding policy of an advertiser in search-based advertising. Mathematical Methods of Operations Research, 97 (1). pp. 25-56. ISSN 1432-2994 (Print) 1432-5217 (Online)
This is the latest version of this item.
Official URL: https://dx.doi.org/10.1007/s00186-022-00803-y
Abstract
Sponsored search advertisement allows advertisers to target their messages to appropriate customer segments at low costs. While search engines are interested in auction mechanisms that boost their revenues, advertisers seek optimal bidding strategies to increase their net sale revenues for multiple keywords under strict daily budget constraints in an environment where keyword query arrivals, competitor bid amounts, and user purchases are random. We focus on the advertiser’s question and formulate her optimal intraday dynamic multi-keyword bidding problem as a continuous-time stochastic optimization problem. We solve the problem, characterize an optimal policy, and bring a numerical algorithm for implementation. We also illustrate our optimal bidding policy and its benefits over heuristic solutions on numerical examples.
Item Type: | Article |
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Uncontrolled Keywords: | Dynamic bidding; Dynamic programming; Sponsored search advertising; Stochastic modeling |
Divisions: | Faculty of Engineering and Natural Sciences > Academic programs > Industrial Engineering Faculty of Engineering and Natural Sciences > Basic Sciences > Mathematics Faculty of Engineering and Natural Sciences |
Depositing User: | Semih Onur Sezer |
Date Deposited: | 28 Mar 2023 10:49 |
Last Modified: | 28 Mar 2023 10:49 |
URI: | https://research.sabanciuniv.edu/id/eprint/45186 |
Available Versions of this Item
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Optimal dynamic multi-keyword bidding policy of an advertiser in search-based advertising. (deposited 21 Sep 2020 13:14)
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Optimal dynamic multi-keyword bidding policy of an advertiser in search-based advertising. (deposited 18 Nov 2022 12:10)
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Optimal dynamic multi-keyword bidding policy of an advertiser in search-based advertising. (deposited 18 Nov 2022 12:10)