Big-Five Personality Prediction Based on User Behaviors at Social Network Sites

²

,

³

et al. 2022

Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

“…Bai et al [20] used the M4.5 algorithm to identify OCEAN personality model based on the number of friends of the website users and their recently released dynamics, with an accuracy rate of 69% to 72%.…”

Section: An Algorithms That Integrates Users' Linguistic Features Wit...mentioning

confidence: 99%

User OCEAN Personality Model Construction Method Using a BP Neural Network

Qin¹,

²

,

³

et al. 2022

Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

“…The correlation between users' social network activity and personality has been the focus of several studies in the last decade (Bai, Zhu, and Cheng 2012;Golbeck, Robles, and Turner 2011;Bachrach et al 2012). Personality traits of the Chinese most popular social network RenRen users were analyzed in (Bai, Zhu, and Cheng 2012).…”

Section: Related Workmentioning

confidence: 99%

“…The correlation between users' social network activity and personality has been the focus of several studies in the last decade (Bai, Zhu, and Cheng 2012;Golbeck, Robles, and Turner 2011;Bachrach et al 2012). Personality traits of the Chinese most popular social network RenRen users were analyzed in (Bai, Zhu, and Cheng 2012). C4.5 Decision Trees have shown the best results, yielding 69-72 percent accuracy, for a combination of features related to users' network activity along with affective linguistic features extracted from statuses and blog posts.…”

Section: Related Workmentioning

confidence: 99%

Mining Facebook Data for Predictive Personality Modeling

Markovikj

¹

,

Gievska

²

,

Kosiński

³

et al. 2021

ICWSM

Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.

“…According to [91] personality (introversion) and abstraction are the cause for intellectual curiosity and intellectual curiosity, in addition to other traits, is the cause for vocabulary (crystallized intelligence). Personality is estimated by [95]- [97] using the individual's interactions with computers. However, it is more common to use other individuals traits to predict personality, for instance accountability [99].…”

Section: Related Workmentioning

confidence: 99%

Jointly Predicting Job Performance, Personality, Cognitive Ability, Affect, and Well-Being

Robles-Granda¹,

Lin²,

Wu³

et al. 2020

Preprint

Exaggerated anticipatory anxiety is common in social anxiety disorder (SAD). Neuroimaging studies have revealed altered neural activity in response to social stimuli in SAD, but fewer studies have examined neural activity during anticipation of feared social stimuli in SAD. The current study examined the time course and magnitude of activity in threat processing brain regions during speech anticipation in socially anxious individuals and healthy controls (HC). Method Participants (SAD n = 58; HC n = 16) underwent functional magnetic resonance imaging (fMRI) during which they completed a 90s control anticipation task and 90s speech anticipation task.