Intelligent social network based data modeling for improving health care

被引:0
作者
K. Veningston
Seifedine Kadry
Haydar Sabeeh Kalash
B. Balamurugan
R. Sathiyaraj
机构
[1] Madanapalle Institute of Technology & Science,Department of Computer Science & Engineering
[2] Beirut Arab University,Department of Mathematics and Computer Science, Faculty of Science
[3] Gulf College Mabela,Faculty of Computing Sciences
[4] Galgotias University,School of SCSE
来源
Health and Technology | 2020年 / 10卷
关键词
Social network; Health care; Influence user; Ranking algorithms; Twitter;
D O I
暂无
中图分类号
学科分类号
摘要
The objective of this paper is to measure the influence of user to other user’s opinion in online medical social forum (http://www.medhelp.org/) or twitter about a disease/health condition/surgery/medications and so on. And to help online healthcare community by identifying positive/negative influences. Positive influence on medical condition/treatment/drugs may be favorable to aggrieved people while adverse influence may cause undesirable impacts to other peoples of the same community. Therefore, this paper aims to assess people’s opinion and identify influential users in online healthcare forum using conversation content and network-based properties such as reply relationship and response immediacy which acts as an explicit and implicit measure of collaboration between users. The result of the proposed scheme is evaluated based on two online benchmark medical databases PubMed and WebMD. The experimental results show that the accuracy of predicting influential users is reasonably good in terms of Similarity Index measured between contents written by Influential users and contents available in medical database.
引用
收藏
页码:321 / 332
页数:11
相关论文
共 11 条
  • [1] Akay A(2015)Network-based modeling and intelligent data mining of social media for improving care IEEE Journal of Biomedical and health informatics 19 210-218
  • [2] Dragomir A(2012)Yang. Ranking user influence in healthcare social media ACM Trans Intell Syst Technol 3 73-796
  • [3] Erlandsson B-E(2003)Topic-sensitive PageRank: A context-sensitive ranking algorithm for web search IEEE Trans Knowl Data Eng 15 784-48
  • [4] Xuning Tang CC(2002)Modeling Social Influence through Network Autocorrelation: Constructing the Weight Matrix Soc Networks 24 21-190
  • [5] Haveliwala TH(2001)Network Models for Social Influence Processes Psychometrika 66 161-358
  • [6] Leenders RTAJ(2005)Propagation models for trust and distrust in social networks Inf Syst Front 7 337-undefined
  • [7] Robins G(undefined)undefined undefined undefined undefined-undefined
  • [8] Pattison P(undefined)undefined undefined undefined undefined-undefined
  • [9] Elliott P(undefined)undefined undefined undefined undefined-undefined
  • [10] Ziegler C-N(undefined)undefined undefined undefined undefined-undefined