Optimal Keyword Bidding in Search-Based Advertising With Budget Constraint and Stochastic Ad Position

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Date

2019

Authors

Özlük, Özgür
Küçükaydın, Hande

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
Impulse
Average
Influence
Average
Popularity
Top 10%

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Journal Issue

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
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OpenCitations Citation Count
6

Source

Journal of the Operational Research Society

Volume

71

Issue

Start Page

1

End Page

13
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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

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1.06362993

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