TY - GEN
T1 - Readers’ Demanded Hyperlink Prediction in Wikipedia
AU - Gundala, Laxmi Amulya
AU - Spezzano, Francesca
N1 - Publisher Copyright:
© 2018 IW3C2 (International World Wide Web Conference Committee)
PY - 2018/4/23
Y1 - 2018/4/23
N2 - In this paper, we describe our on-going research on the problem of predicting needed hyperlinks between pairs of Wikipedia pages (u,v) that are not connected, yet show readers’ search navigation fromu tov. We propose a solution that first estimates how long will these searches last and then predicts new hyperlinks according to descending order of duration. Our initial experimental results show that our best solution achieves an AUROC of 0.77 on the Wikipedia Clickstream dataset and a precision@20% of 1.0 and significantly beats the baselines.
AB - In this paper, we describe our on-going research on the problem of predicting needed hyperlinks between pairs of Wikipedia pages (u,v) that are not connected, yet show readers’ search navigation fromu tov. We propose a solution that first estimates how long will these searches last and then predicts new hyperlinks according to descending order of duration. Our initial experimental results show that our best solution achieves an AUROC of 0.77 on the Wikipedia Clickstream dataset and a precision@20% of 1.0 and significantly beats the baselines.
KW - Estimating event duration
KW - Hyperlink prediction
KW - Wikipedia Clickstream
UR - http://www.scopus.com/inward/record.url?scp=85066908373&partnerID=8YFLogxK
U2 - 10.1145/3184558.3191644
DO - 10.1145/3184558.3191644
M3 - Conference contribution
AN - SCOPUS:85066908373
T3 - The Web Conference 2018 - Companion of the World Wide Web Conference, WWW 2018
SP - 1805
EP - 1807
BT - The Web Conference 2018 - Companion of the World Wide Web Conference, WWW 2018
T2 - 27th International World Wide Web, WWW 2018
Y2 - 23 April 2018 through 27 April 2018
ER -