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This paper explores the impact of television advertisements on audience retention using data collected from television set-top boxes (STBs). In particular, we discuss how the accuracy of the retention score, a measure of ad quality, is improved by using the recent "click history" of the STBs tuned to the ad. These retention scores are related to -- and are(More)
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