Aligning popularity and quality in online cultural markets

Pascal Van Hentenryck, Andrés Abeliuk, Franco Berbeglia, Felipe Maldonado, Gerardo Berbeglia

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

    12 Citations (Scopus)

    Abstract

    Social influence is ubiquitous in cultural markets and plays an important role in recommendations for books, songs, and news articles to name only a few. Yet social influence is often presented in a bad light, often because it supposedly increases market unpredictability. Here we study a model of trial-offer markets, in which participants try products and later decide whether to purchase. We consider a simple policy which recovers product quality and ranks the products by quality when presenting them to market participants. We show that, in this setting, market efficiency always benefits from social influence. Moreover, we prove that the market converges almost surely to a monopoly for the product of highest quality, making the market both predictable and asymptotically optimal. Computational experiments confirm that the quality ranking policy quickly identifies "blockbusters", outperforms other policies, and is highly predictable.

    Original languageEnglish
    Title of host publicationProceedings of the 10th International Conference on Web and Social Media, ICWSM 2016
    PublisherAAAI Press
    Pages398-407
    Number of pages10
    ISBN (Electronic)9781577357582
    Publication statusPublished - 2016
    Event10th International Conference on Web and Social Media, ICWSM 2016 - Cologne, Germany
    Duration: 17 May 201620 May 2016

    Publication series

    NameProceedings of the 10th International Conference on Web and Social Media, ICWSM 2016

    Conference

    Conference10th International Conference on Web and Social Media, ICWSM 2016
    Country/TerritoryGermany
    CityCologne
    Period17/05/1620/05/16

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