Predicting Mental Health Status Based on Web Usage Behavior

نویسندگان

  • Tingshao Zhu
  • Ang Li
  • Yue Ning
  • Zengda Guan
چکیده

To build a predicting model for mental health status based on Web Usage Behavior, we collect data from 571 first-year graduate students using our own Internet Usage Behavior Check-List (IUBCL) and Psychological Health Inventory (PHI). We build six logistic regression models, in which Web usage behavior features are as independent variables while mental health status as dependent ones. We find that the accuracy is about 72.9%−83.1%, which demonstrates it is applicable and feasible to identify each individual’s mental health status by analyzing his/her Web usage behaviors.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Predicting Mental Health Based on Social Capital and Organizational Citizenship Behavior in Female Nurses

Background: Mental health is an essential requirement for any profession, especially nursing and plays an important role in improving positive psychological characteristics. Some variables related to mental health can be social capital and organizational citizenship behavior. Thus, the aim of this study was the   prediction of mental health based on social capital and organizational c...

متن کامل

Sleep Quality of the College Students Based on Their Nutrition and Internet Usage: A Web-Based Cross-Sectional Study

Background: Excessive utilization of electronic media may affect the individuals' health and quality of sleep. This study aimed to investigate sleep quality of the college students based on their diets and duration of time spent on the internet. Methods: In this cross-sectional web-based study, 385 students were selected randomly from the Qazvin University. Data was collected by a self-administ...

متن کامل

تبیین سلامت سالمندان: یک مدل جمعیت‌شناختی

Objectives: To explain the physical and mental health of older people based on their demographic variables. Methods & Materials: A correlation design conducted through logistic regression. A demographic page and the Short Form (36) Health survey were administered by trained interviewers to 250 participants in Tehran, Iran in 2012. Participants were recruited based on a classified multi stage...

متن کامل

Health Literacy Skills Effective in Predicting Adoption of Osteoporosis Preventive Behaviors in High School Female Students

Background and aim: Health literacy can be one of the most important effective factors in the adoption of preventive behaviors of osteoporosis by raising awareness and understanding the benefits of diagnostic and preventive behaviors. The objective of this study was to determine the health literacy skills effective in predicting adoption of osteoporosis preventive behaviors in high school femal...

متن کامل

Efficient Web Usage Mining Based on K-Medoids Clustering Technique

Web Usage Mining is the application of data mining techniques to find usage patterns from web log data, so as to grasp required patterns and serve the requirements of Web-based applications. User’s expertise on the internet may be improved by minimizing user’s web access latency. This may be done by predicting the future search page earlier and the same may be prefetched and cached. Therefore, ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2011