How Fast Will You Get a Response? Predicting Interval Time for Reciprocal Link Creation
dc.contributor.author | Dave, Vachik S. | |
dc.contributor.author | Al Hasan, Mohammad | |
dc.contributor.author | Reddy, Chandan K. | |
dc.contributor.department | Computer and Information Science, School of Science | en_US |
dc.date.accessioned | 2018-08-29T14:58:09Z | |
dc.date.available | 2018-08-29T14:58:09Z | |
dc.date.issued | 2017 | |
dc.description.abstract | In the recent years, reciprocal link prediction has received some attention from the data mining and social network analysis researchers, who solved this problem as a binary classification task. However, it is also important to predict the interval time for the creation of reciprocal link. This is a challenging problem for two reasons: First, the lack of effective features, because well-known link prediction features are designed for undirected networks and for the binary classification task, hence they do not work well for the interval time prediction; Second, the presence of censored data instances makes the traditional supervised regression methods unsuitable for solving this problem. In this paper, we propose a solution for the reciprocal link interval time prediction task. We map this problem into survival analysis framework and show through extensive experiments on real-world datasets that, survival analysis methods perform better than traditional regression, neural network based model and support vector regression (SVR). | en_US |
dc.eprint.version | Final published version | en_US |
dc.identifier.citation | Dave, V. S., & Al, M. (2017). How Fast Will You Get a Response? Predicting Interval Time for Reciprocal Link Creation. Proceedings of the Eleventh International Conference on Web and Social Media (ICWSM). Retrieved from https://par.nsf.gov/biblio/10048632-how-fast-you-get-response-predicting-interval-time-reciprocal-link-creation | en_US |
dc.identifier.uri | https://hdl.handle.net/1805/17213 | |
dc.language.iso | en | en_US |
dc.relation.journal | Proceedings of the Eleventh International Conference on Web and Social Media (ICWSM) | en_US |
dc.rights | Publisher Policy | en_US |
dc.source | Publisher | en_US |
dc.subject | reciprocal altruism | en_US |
dc.subject | interval time | en_US |
dc.subject | reciprocal link | en_US |
dc.title | How Fast Will You Get a Response? Predicting Interval Time for Reciprocal Link Creation | en_US |
dc.type | Article | en_US |