TRULLO - local trust bootstrapping

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Negócios Diversão e humor

TRU st bootstrapping by L atently L ifting c O ntext

Problem: Visitors cannot see prices of everything!

Solution: Sellers disseminate e-ads, and visitors collect them

Problem: Sellers may disseminate irrelevant ads

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Daniele Quercia But first, A has to set its initial trust in B

Daniele Quercia ,[object Object],fixed values

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Recommendation systems exist to help users discover content in a large body of items. An ideal recommendation system should mimic the actions of a trusted friend or expert, producing a personalised collection of recommendations that balance between the desired goals of accuracy, diversity, novelty and serendipity. We introduce the Auralist recommendation framework, a system that - in contrast to previous work - attempts to balance and improve all four factors simultaneously. Using a collection of novel algorithms inspired by principles of ‘serendipitous discovery’, we demonstrate a method of successfully injecting serendipity, novelty and diversity into recommendations whilst limiting the impact on accuracy. We evaluate Auralist quantitatively over a broad set of metrics and, with a user study on music recommendation, show that Auralist’s emphasis on serendipity indeed improves user satisfaction.

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