|
Fang Wu and Bernardo A. Huberman
Social Computing Laboratory, HP Labs
Abstract
We analyze the role that popularity and novelty play in attracting the
attention of users to dynamic websites. We do so by determining the
performance of three different strategies that can be utilized to maximize
attention. The first one prioritizes novelty while the second emphasizes
popularity. A third strategy looks myopically into the future and
prioritizes stories that are expected to generate the most clicks within
the next few minutes. We show that the first two strategies should be
selected on the basis of the rate of novelty decay, while the third
strategy performs sub-optimally in most cases. We also demonstrate that the
relative performance of the first two strategies as a function of the rate
of novelty decay changes abruptly around a critical value, resembling a
phase transition in the physical world.
Full citation:
Fang Wu and Bernardo A. Huberman. "Popularity, Novelty and
Attention." In Proceedings of the 2008 ACM Conference on E-Commerce,
Chicago, IL, July 2008.
· Full paper in PDF format
|

|
|