Classification based personality analysis on Turkish tweets

Download

index.pdf

Date

2019

Author

Maviş, Gökalp

Metadata

Show full item record

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Item Usage Stats

444
views

133
downloads

Psychology researches suggest that some of the personality traits correlate with lin-guistic behavior and nowadays people most commonly present themselves to theworld by using social media. In social media, users openly reveal insights into theirlives and details about their personality. Although, there are many studies related tosocial media, only a small number of them work on personality prediction. In thisproject, we used not only text data but also the other statistics of users of Twitterwhich is one of the most commonly used social media platforms. The intent of thisthesis was modeling the correlation between Twitter data and Big Five PersonalityTraits by using machine learning algorithms. In this thesis, collected data, methodsof analyzing them and the machine learning techniques that successfully predict per-sonality are going to be described.

Subject Keywords

Social media., Keywords: Machine learning, Twitter, personality, Big Five Personality Traits.

URI

http://etd.lib.metu.edu.tr/upload/12623876/index.pdf
https://hdl.handle.net/11511/44175

Collections

Graduate School of Natural and Applied Sciences, Thesis

Suggestions

OpenMETU
Core

Personality Analysis Using Classification on Turkish Tweets Karagöz, Pınar; Toroslu, İsmail Hakkı (2021-10-01) According to the psychology literature, there is a strong correlation between personality traits and the linguistic behavior of people. Due to the increase in computer based communication, individuals express their personalities in written forms on social media. Hence, social media has become a convenient resource to analyze the relationship between personality traits and lingusitic behaviour. Although there is a vast amount of studies on social media, only a small number of them focus on personality predic...
Examination of Personality Characteristics in a Turkish Sample: Development of Basic Personality Traits Inventory Gençöz, Tülin (2012-01-01) The aim of the present study was to test the cross-cultural validity of the five-factor nature of personality. For this aim, an indigenous, psychometrically strong instrument measuring the basic personality dimensions within Turkish culture and language was developed through three consecutive studies. The first study aimed to reveal the adjectives that have been most frequently used to define people in the Turkish culture. In the second study, factor analysis of these personality characteristics revealed bi...
Representations of Personality Disorders Beliefs on Interpersonal Circumplex Model Akyunus, Miray; Gençöz, Tülin (2016-06-01) Cognitive Theory and Interpersonal Circumplex Model explaining cognitive and interpersonal patterns of personality disorders (PD) are well established in personality literature. The main objective of the study is to investigate the representations of personality beliefs defined by Cognitive Theory on the Interpersonal Circumplex space and to integrate these two models. Analyses were conducted with 962 adults of a community sample (302 men, 660 women) after the participants who are on psychiatric treatment o...
Social comparison orientation mediates the association between HEXACO and self-presentation Demir, Sila; Özkan, Türker; DEMİR, BAŞAR (2022-04-01) Various researchers have investigated the personality correlates of defensive and assertive self-presentation. Yet, only a few studies go beyond the direct relationships and examine the underlying mechanism. The current study examines whether the social comparison orientation (SCO) mediates the relationship between personality and self-presentation. We also tested whether our proposed model is invariant across genders. We collected data from 496 individuals using the HEXACO personality inventory, the self-p...
Analyzing the effects of personality traits on the success of online study groups Küçüközer, Şeyma; Taşkaya Temizel, Tuğba; Department of Information Systems (2013) The purpose of the study is analyzing how efficient online study groups can be formed among university students based on their personality traits, and investigating whether a relationship exists among personality traits, social media use and success of online study groups. A survey which consisted of Ten Item Personality Inventory and the questions about social media use was conducted among the students. Then, the students were assigned to small online groups (consisted of 2 or 3 members) based on their per...

Citation Formats

G. Maviş, “Classification based personality analysis on Turkish tweets,” Thesis (M.S.) -- Graduate School of Natural and Applied Sciences. Computer Engineering., Middle East Technical University, 2019.