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Social and Information - SNAP - Stanford University

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Products suited for Viral Marketing:<br />

small <strong>and</strong> tightly knit community<br />

few reviews, senders, <strong>and</strong> recipients<br />

but sending more recommendations helps<br />

pricey products<br />

rating doesn’t play as much of a role<br />

Observations for future diffusion models:<br />

purchase decision more complex than threshold or simple infection<br />

influence saturates as the number of contacts exp<strong>and</strong>s<br />

links user effectiveness if they are overused<br />

Conditions for successful recommendations:<br />

professional <strong>and</strong> organizational contexts<br />

discounts on expensive items<br />

small small, tightly knit communities<br />

10/27/2009 Jure Leskovec, <strong>Stanford</strong> CS322: Network Analysis<br />

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