Social Media Analytics of Smoking Cessation Intervention: User Behavior Analysis, Classification, and Prediction
نویسندگان
چکیده
........................................................................................................................................ viii 1. INTRODUCTION ................................................................................................................... 1 1.1 Background ...................................................................................................................... 1 1.2 Related Works .................................................................................................................. 3 1.2.1 Health Research on Social Media ............................................................................ 3 1.2.2 Social Support for Health Intervention .................................................................... 5 1.2.3 Social Network Analysis .......................................................................................... 9 1.2.4 Data Mining Techniques for Health Social Media ................................................ 11 1.3 Research Framework ..................................................................................................... 15 2. A Comparative Study of Smoking Cessation Communities .................................................. 18 2.1 Problem Definition ......................................................................................................... 18 2.2 Measurements ................................................................................................................ 19 2.2.1 Quit Statuses and Quit Stages (RQ 1.1) ................................................................. 19 2.2.2 Measurement of User Behavior (RQ1.2) ............................................................... 21 2.3 Experiment and Result ................................................................................................... 23 2.3.1 Comparison of User Quit Stages (RQ1.1) ............................................................. 23 2.3.2 Comparison of User Behaviors (RQ1.2) ................................................................ 23 2.3.3 User Behavior of Different Quit Stages (RQ1.3) ................................................... 27
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