Towards Discovery of Influence and Personality Traits through Social Link Prediction
نویسندگان
چکیده
Estimation of a person’s influence and personality traits from social media data has many applications. We use social linkage criteria, such as number of followers and friends, as proxies to form corpora, from popular blogging site Livejournal, for examining two two-class classification problems: influential vs. non-influential, and extraversion vs. introversion. Classification is performed using automatically-derived psycholinguistic and mood-based features of a user’s textual messages. We experiment with three sub-corpora of 10000 users each, and present the most effective predictors for each category. The best classification result, at 80%, is achieved using psycholinguistic features; e.g., influentials are found to use more complex language, than non-influentials, and use more leisure-related terms.
منابع مشابه
The Role of Personality Traits, Personality Functioning, Traumatic Life Events and Emotion Regulation Difficulties in Prediction of Polysubstance Use
Background: Polysubstance use as a severity index in those with abuse disorder is associated with various psychological, social, cultural, and genetic factors. This research was done to examine the predictive role of personality traits, personality functions, traumatic life events, and emotion regulation difficulties in polysubstance use and severity of dependence. Method: A total of 300 subje...
متن کاملThe Role of Personality Traits and Social Skills in the Prediction of the Domestic Violence of Couples
The purpose of the present study is to investigate the role of personality traits and social skills in the prediction of the domestic violence among couples. The study used the descriptive-correlational method and the statistical population consisted of all couples with a history of domestic violence referring to counseling centers under the supervision of the Welfare Organization of Isfahan in...
متن کاملمدلیابی عوامل نگرش نسبت به اعتیاد به مواد مخدر در بین دانشجویان شهر تهران
Objective: The present study was an attempt to assess a model of important antecedents of attitude towards drug addiction in order to gain a more complete understanding of this construct. This model examines the role of family cohesion, personality traits, peer attachment, altruism, and social support in attitudes towards drug addiction. Method: The study sample included 570 people from Tehran ...
متن کاملThe prediction model of psychological well-being students based on the Personality traits with the mediation of mindfulness
Background: Psychological well-being is considered as one of the important factors in the development of personal and social development in research literature, and is influenced by various factors such as the personality characteristics and mindfulness. The purpose of this study was to investigate the relationship between psychological well-being students and personality characteristics consid...
متن کاملExtramarital relationship prediction model based on personality traits and attachment styles mediated by self-control, conflict management and forgiveness
Introduction & Objective: Among all institutions, organizations and social facilities, the family has a significant role and importance. All those who have thought about the organization of society have emphasized the family and its vital importance for society. In fact, no society can claim health if it does not have healthy families, and there is certainly no social harm that arises regardles...
متن کاملذخیره 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