A Hybrid System for Online Detection of Emotional Distress

نویسندگان

  • Tim M. H. Li
  • Michael Chau
  • Paul W. C. Wong
  • Paul S. F. Yip
چکیده

Nowadays, people are familiar with online communication and tend to express their deeper feelings on the Web. In the light of this situation, we present a hybrid system based on affect analysis for mining emotional distress tendencies from publicly available blogs to identify needy people in order to provide timely intervention and promote better public health. We describe the system architecture with a hand-crafted model at a fine level of detail. The model, which incorporates human judgment, enables the adjustment of prediction in machine learning on blog contents. The system blending supervised and unsupervised approaches will be examined and evaluated in lab experiments and practice.

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

A Higher Order Online Lyapunov-Based Emotional Learning for Rough-Neural Identifiers

o enhance the performances of rough-neural networks (R-NNs) in the system identification‎, ‎on the base of emotional learning‎, ‎a new stable learning algorithm is developed for them‎. ‎This algorithm facilitates the error convergence by increasing the memory depth of R-NNs‎. ‎To this end‎, ‎an emotional signal as a linear combination of identification error and its differences is used to achie...

متن کامل

A Hybrid Framework for Building an Efficient Incremental Intrusion Detection System

In this paper, a boosting-based incremental hybrid intrusion detection system is introduced. This system combines incremental misuse detection and incremental anomaly detection. We use boosting ensemble of weak classifiers to implement misuse intrusion detection system. It can identify new classes types of intrusions that do not exist in the training dataset for incremental misuse detection. As...

متن کامل

The Prevalence of Emotional Distress among Athletes during COVID-19 Movement Control Order Period in Malaysia

Background. The outbreak of Coronavirus-19 or COVID-19 has detrimental effects on the sports industry. Cancellation of sports training and competitions, movement restriction, and social isolation present an emotional challenge for athletes. Objectives. This cross-sectional study examined the prevalence of emotional distress among athletes during the MCO of Covid-19 in Malaysia. Methods. 224 m...

متن کامل

A hybridization of evolutionary fuzzy systems and ant Colony optimization for intrusion detection

A hybrid approach for intrusion detection in computer networks is presented in this paper. The proposed approach combines an evolutionary-based fuzzy system with an Ant Colony Optimization procedure to generate high-quality fuzzy-classification rules. We applied our hybrid learning approach to network security and validated it using the DARPA KDD-Cup99 benchmark data set. The results indicate t...

متن کامل

آشفتگی اخلاقی: فشار روانی پنهان درحرفه‌ی پرستاری

Moral distress is a psychological phenomenon whose effects on people’s functions can be considered as a subject of study. Although moral distress exists in numerous professions, research dedicated to this phenomenon has proved that due to the nature of the nursing profession, it is a familiar source of stress for most nurses. Nurses are more often than not faced with moral dilemmas in the workp...

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 2012