Driving the Herd: Search Engines as Content Influencers

Gregory Goren, Oren Kurland, Moshe Tennenholtz, Fiana Raiber

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In competitive search settings such as the Web, many documents' authors (publishers) opt to have their documents highly ranked for some queries. To this end, they modify the documents - - specifically, their content - - in response to induced rankings. Thus, the search engine affects the content in the corpus via its ranking decisions. We present a first study of the ability of search engines to drive pre-defined, targeted, content effects in the corpus using simple techniques. The first is based on the herding phenomenon - - a celebrated result from the economics literature - - and the second is based on biasing the relevance ranking function. The types of content effects we study are either topical or touch on specific document properties - - length and inclusion of query terms. Analysis of ranking competitions we organized between incentivized publishers shows that the types of content effects we target can indeed be attained by applying our suggested techniques. These findings have important implications with regard to the role of search engines in shaping the corpus.

Original languageEnglish
Title of host publicationCIKM 2021 - Proceedings of the 30th ACM International Conference on Information and Knowledge Management
Pages586-595
Number of pages10
ISBN (Electronic)9781450384469
DOIs
StatePublished - 26 Oct 2021
Event30th ACM International Conference on Information and Knowledge Management, CIKM 2021 - Virtual, Online, Australia
Duration: 1 Nov 20215 Nov 2021

Publication series

NameInternational Conference on Information and Knowledge Management, Proceedings

Conference

Conference30th ACM International Conference on Information and Knowledge Management, CIKM 2021
Country/TerritoryAustralia
CityVirtual, Online
Period1/11/215/11/21

Keywords

  • adversarial retrieval
  • competitive retrieval
  • herding

ASJC Scopus subject areas

  • General Business, Management and Accounting
  • General Decision Sciences

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