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      The “Most Popular News” Recommender: Count Amplification and Manipulation Resistance

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      Information Systems Research
      Institute for Operations Research and the Management Sciences (INFORMS)

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          Experimental study of inequality and unpredictability in an artificial cultural market.

          Hit songs, books, and movies are many times more successful than average, suggesting that "the best" alternatives are qualitatively different from "the rest"; yet experts routinely fail to predict which products will succeed. We investigated this paradox experimentally, by creating an artificial "music market" in which 14,341 participants downloaded previously unknown songs either with or without knowledge of previous participants' choices. Increasing the strength of social influence increased both inequality and unpredictability of success. Success was also only partly determined by quality: The best songs rarely did poorly, and the worst rarely did well, but any other result was possible.
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            Networks, Crowds, and Markets

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              Item-based top-N recommendation algorithms

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                Author and article information

                Journal
                Information Systems Research
                Information Systems Research
                Institute for Operations Research and the Management Sciences (INFORMS)
                1047-7047
                1526-5536
                September 2014
                September 2014
                : 25
                : 3
                : 569-589
                Article
                10.1287/isre.2014.0529
                3f1fcea0-7e84-4569-8e76-0db367c48b5c
                © 2014
                History

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