Practice demofri

10
Bursting the Bubble Nancy Ru

Transcript of Practice demofri

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Bursting the Bubble

Nancy Ru

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I read news articles that agree with me.

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What is the rest of the country reading?

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Bursting the Bubble recommends news articles from outside my

bubble.

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Scrape data from bit.ly

Top trending articles in past 48 hours: aggregated data

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California: Favorite article for Obamacare

Location distribution: 19% California, 12% New York…

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California: Top dissimilar article for Obamacare

Location distribution: 25% Georgia, 13% Florida…

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Recommendation System

• Compute item-based similarity based on location distribution by state• Pick seed: article with highest percent clicks in state• Recommend articles with lowest similarity scores with respect to seed article

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Nancy Ru, Ph.D.