tPredictor: A Micro-blog Based System for Teenagers' Stress Prediction

نویسندگان

  • Jing Huang
  • Qi Li
  • Zhuonan Feng
  • Yiping Li
  • Ling Feng
چکیده

Too much stress is easy to do harm to the physical and psychological health of teenagers, because most teenagers neither have the ability to cope with the stress by themselves nor like seeking adults’ help initiatively. Social media has demonstrated its feasibility in detecting teenagers’ stress with the micro-blog having become a popular channel for teenagers’ self-expression. In this demonstration, we present a system called tPredictor, which can predict teenagers’ future stress based on the social media micro-blog. Two questions are to be resolved: (1) what will the stress level of the teenager(s) be in the next time unit? (2) how will the stress level of the teenager(s) change (increase, decrease, remain unchanged) in the next time unit? tPredictor tackles the above prediction questions, taking into account the influence of future stressful events on teenagers’ emotion. Considering the similarity of stock price movement and the stress level change, we define the stress candlestick charts and the stress reversal signals for stress change trend prediction. tPredictor can predict the stress of both individuals and a group of teenagers, which provides a platform for teenagers themselves, their parents or some institutions such as schools to know teenagers’ future stress for taking measures timely to prevent the serious consequences.

برای دانلود 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

Helping Teenagers Relieve Psychological Pressures: A Micro-blog Based System

The rapid development of economy and society brings unprecedentedly intensive competition and adolescent psychological pressures to current teenagers. If these psychological pressures could not be resolved properly, they will turn to mental problems, which will finally lead to serious consequences, such as suicide or aggressive behaviors. Traditional face-to-face psychological diagnosis and tre...

متن کامل

Detecting Adolescent Psychological Pressures from Micro-Blog

Adolescents are experiencing different psychological pressures coming from study, communication, affection, and self-recognition. If these psychological pressures cannot properly be resolved, it will turn to mental problems, which might lead to serious consequences. Traditional face-to-face psychological diagnosis and treatment cannot meet the demand of relieving teenagers’ stress completely du...

متن کامل

A systematic exploration of the micro-blog feature space for teens stress detection.

BACKGROUND In the modern stressful society, growing teenagers experience severe stress from different aspects from school to friends, from self-cognition to inter-personal relationship, which negatively influences their smooth and healthy development. Being timely and accurately aware of teenagers psychological stress and providing effective measures to help immature teenagers to cope with stre...

متن کامل

The Impact of Consumer-Company Micro Blog Interaction on Consumer Brand Loyalty

Micro blog has become an important platform of consumer-company interaction to enhance brand loyalty. A relational model is proposed to study the influence of company micro blog interaction on customer micro blog stickiness and brand loyally, based on use and gratification theory, organization support theory and union participation theory. Results show that company interaction tactics include t...

متن کامل

Micro-blog Personalized Query Expansion Based on Latent Topic Classification

With the increasing maturity of Web2.0 technology and development of micro-blog, the number of micro-blog pages is exponentially rising. Only relying on the traditional micro-blog search engine has not met the requirements of users. Aiming at that the retrieval efficiency of the traditional micro-blog searching method cannot meet the requirements of users, inspired by probabilistic latent seman...

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

برای دانلود 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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016