TY - GEN
T1 - Influence in time-dependent citation networks
AU - Rakoczy, Monika Ewa
AU - Bouzeghoub, Amel
AU - Gancarski, Alda Lopes
AU - Wegrzyn-Wolska, Katarzyna
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/7/6
Y1 - 2018/7/6
N2 - In this paper, we present a running influence model for evaluating the pairwise impact between communities in citation networks and define the time limitations of the model. The model improves a recent one from the literature. To compare and contrast different communities influence, we present a metric for estimating the overall running influence value of particular community. We also study the problem of the time dependency of the influence within citation networks. To conduct the community influence analysis, we perform the experiments using a real-world database. The results are compared to both real-world ranking and the state-of-the-art method. They show the adequacy of the proposed metrics and model of running influence. We also demonstrate the importance of proposed differentiation within calculation and interpretation of the influence in time-dependent citation networks.
AB - In this paper, we present a running influence model for evaluating the pairwise impact between communities in citation networks and define the time limitations of the model. The model improves a recent one from the literature. To compare and contrast different communities influence, we present a metric for estimating the overall running influence value of particular community. We also study the problem of the time dependency of the influence within citation networks. To conduct the community influence analysis, we perform the experiments using a real-world database. The results are compared to both real-world ranking and the state-of-the-art method. They show the adequacy of the proposed metrics and model of running influence. We also demonstrate the importance of proposed differentiation within calculation and interpretation of the influence in time-dependent citation networks.
KW - citation networks
KW - granger causality
KW - influence
KW - influence estimation
KW - social networks
U2 - 10.1109/RCIS.2018.8406647
DO - 10.1109/RCIS.2018.8406647
M3 - Conference contribution
AN - SCOPUS:85050882790
T3 - Proceedings - International Conference on Research Challenges in Information Science
SP - 1
EP - 11
BT - 2018 12th International Conference on Research Challenges in Information Science, RCIS 2018
PB - IEEE Computer Society
T2 - 12th International Conference on Research Challenges in Information Science, RCIS 2018
Y2 - 29 May 2018 through 31 May 2018
ER -