@inproceedings{778a1dbedbcd4fdeb8c2a44224f065e9,
title = "Evaluating classification schemes for second screen interactions",
abstract = "We analyze the performance of classification schemes on information collected from social conversation posted in Twitter among audiences of a popular US based TV show. In this research, we consider entropy as a measure of information exchange in a group conversation that is related to social, temporal, and second screen device features. The group conversations are identified by hashtags present in tweets where the number of members in the group interacting is at least two. We apply different classification schemes to more than 4,900 groups identified from 318,000 tweets. The result shows that 5-nn algorithm outperformed the other procedures in terms of misclassification error to identify the informed groups.",
keywords = "PCA, entropy, informed groups, misclassification, second screen, social TV",
author = "Partha Mukherjee and Jansen, {Bernard J.}",
note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 2015 International Conference on Computing, Networking and Communications, ICNC 2015 ; Conference date: 16-02-2015 Through 19-02-2015",
year = "2015",
month = mar,
day = "26",
doi = "10.1109/ICCNC.2015.7069462",
language = "English",
series = "2015 International Conference on Computing, Networking and Communications, ICNC 2015",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "879--883",
booktitle = "2015 International Conference on Computing, Networking and Communications, ICNC 2015",
address = "United States",
}