Identification of Influential Users in Emerging Online Social Networks Using Cross-Site Linking

Qingyuan Gong, Yang Chen, Xinlei He, Fei Li, Yu Xiao, Pan Hui, Xin Wang, Xiaoming Fu

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussaConference contributionScientificvertaisarvioitu

1 Sitaatiot (Scopus)

Abstrakti

Online social networks (OSNs) have become a commodity in our daily-life. Besides the dominant platforms such as Facebook and Twitter, several emerging OSNs have been launched recently, where users may generate less activity data than on dominant ones. Identifying influential users is critical for the advertisement and the initial development of the emerging OSNs. In this work, we investigate the identification of potential influential users in these emerging OSNs. We build a supervised machine learning-based system by leveraging the widely adopted cross-site linking function, which could overcome the limitations of referring to the user data of a single OSN. Based on the collected real data from Twitter (a dominant OSN) and Medium (an emerging OSN), we show that our system is able to achieve an F1-score of 0.701 and an AUC of 0.755 in identifying influential users on Medium using the Twitter data only.
AlkuperäiskieliEnglanti
OtsikkoComputer Supported Cooperative Work and Social Computing
ToimittajatYuqing Sun, Tun Lu, Xiaolan Xie, Liping Gao, Liping Gao, Hongfei Fan
Sivut331-341
Sivumäärä11
ISBN (elektroninen)978-981-13-3044-5
DOI - pysyväislinkit
TilaJulkaistu - 11 joulukuuta 2018
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisuussa
TapahtumaCCF Conference on Computer Supported Cooperative Work and Social Computing - Guilin, Kiina
Kesto: 18 elokuuta 201819 elokuuta 2018
Konferenssinumero: 13

Julkaisusarja

NimiCommunications in Computer and Information Science
Vuosikerta917
ISSN (painettu)1865-0929
ISSN (elektroninen)1865-0937

Conference

ConferenceCCF Conference on Computer Supported Cooperative Work and Social Computing
LyhennettäChineseCSCW
MaaKiina
KaupunkiGuilin
Ajanjakso18/08/201819/08/2018

Sormenjälki Sukella tutkimusaiheisiin 'Identification of Influential Users in Emerging Online Social Networks Using Cross-Site Linking'. Ne muodostavat yhdessä ainutlaatuisen sormenjäljen.

  • Siteeraa tätä

    Gong, Q., Chen, Y., He, X., Li, F., Xiao, Y., Hui, P., ... Fu, X. (2018). Identification of Influential Users in Emerging Online Social Networks Using Cross-Site Linking. teoksessa Y. Sun, T. Lu, X. Xie, L. Gao, L. Gao, & H. Fan (Toimittajat), Computer Supported Cooperative Work and Social Computing (Sivut 331-341). (Communications in Computer and Information Science; Vuosikerta 917). https://doi.org/10.1007/978-981-13-3044-5_24