Optimal Keyword Bidding in Search-Based Advertising With Budget Constraint and Stochastic Ad Position
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Date
2019
Authors
Journal Title
Journal ISSN
Volume Title
Publisher
Taylor & Francis
Open Access Color
Green Open Access
Yes
OpenAIRE Downloads
3
OpenAIRE Views
2
Publicly Funded
No
Abstract
This paper analyses the search-based advertising problem from an advertiser’s view point, and proposes optimal bid prices for a set of keywords targeted for the advertising campaign. The advertiser aims to maximise its expected potential revenue given a total budget constraint from a search-based advertising campaign. Optimal bid prices are formulated by considering various characteristics of the keywords such that the expected revenue from a keyword is a function of the ad’s position on the search page, and the ad position is a stochastic function of both the bid price and the competitive landscape for that keyword. We explore this problem analytically and numerically in an effort to generate important managerial insights for campaign setters.
Description
Keywords
Nonlinear optimisation, Knapsack problem, Stochastic models, Search-based advertising, Pricing, Internet
Turkish CoHE Thesis Center URL
Fields of Science
0502 economics and business, 05 social sciences, 0211 other engineering and technologies, 02 engineering and technology
Citation
Küçükaydin, H., Selçuk, B., & Özlük, O. (April 20, 2019). Optimal keyword bidding in search-based advertising with budget constraint and stochastic ad position. Journal of the Operational Research Society, 1-13.
WoS Q
Q2
Scopus Q
Q1

OpenCitations Citation Count
6
Source
Journal of the Operational Research Society
Volume
71
Issue
Start Page
1
End Page
13
PlumX Metrics
Citations
Scopus : 5
Captures
Mendeley Readers : 14
SCOPUS™ Citations
5
checked on Feb 03, 2026
Web of Science™ Citations
6
checked on Feb 03, 2026
Page Views
239
checked on Feb 03, 2026
Downloads
22
checked on Feb 03, 2026
Google Scholar™

OpenAlex FWCI
1.06362993
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