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Text-based personality prediction by computational models is an emerging field with the potential to significantly improve on key weaknesses of survey-based personality assessment. We investigate 3848 profiles from Twitter with self-labeled…

计算与语言 · 计算机科学 2021-09-15 Partha Kadambi

Social influence cannot be identified from purely observational data on social networks, because such influence is generically confounded with latent homophily, i.e., with a node's network partners being informative about the node's…

统计方法学 · 统计学 2025-01-07 Edward McFowland , Cosma Rohilla Shalizi

Personality types are important in various fields as they hold relevant information about the characteristics of a human being in an explainable format. They are often good predictors of a person's behaviors in a particular environment and…

计算与语言 · 计算机科学 2023-09-12 Abhilash Datta , Souvic Chakraborty , Animesh Mukherjee

The MBTI personality test and a personal facebook network were used in order to gain some insights on the relationship of social network centrality and path length measures and different personality types. Although the personality…

社会与信息网络 · 计算机科学 2014-06-17 Mylonas Charilaos

Psychology research findings suggest that personality is related to differences in friendship characteristics and that some personality traits correlate with linguistic behavior. In this paper, we investigate the influence that personality…

社会与信息网络 · 计算机科学 2022-02-22 Jean Marie Tshimula , Belkacem Chikhaoui , Shengrui Wang

Inbreeding homophily is a prevalent feature of human social networks with important individual and group-level social, economic, and health consequences. The literature has proposed an overwhelming number of dimensions along which human…

综合经济学 · 经济学 2022-06-29 Pablo Brañas-Garza , Lorenzo Ductor , Jaromír Kovárík

How social networks influence human behavior has been an interesting topic in applied research. Existing methods often utilized scale-level behavioral data to estimate the influence of a social network on human behavior. This study proposes…

社会与信息网络 · 计算机科学 2025-01-08 Jina Park , Ick Hoon Jin , Minjeong Jeon

Strong and supportive social relationships are fundamental to our well-being. However, there are costs to their maintenance, resulting in a trade-off between quality and quantity, a typical strategy being to put a lot of effort on a few…

社会与信息网络 · 计算机科学 2017-04-12 Simone Centellegher , Eduardo López , Jari Saramäki , Bruno Lepri

Myers-Briggs Type Indicator (MBTI) types depict the psychological preferences by which a person perceives the world and make decisions. There are 4 principal functions through which the people see the world: sensation, intuition, feeling,…

信息检索 · 计算机科学 2013-11-12 Animesh Pandey

Unveiling individuals' preferences for connecting with similar others (choice homophily) beyond the structural factors determining the pool of opportunities, is a challenging task. Here, we introduce a robust methodology for quantifying and…

物理与社会 · 物理学 2024-01-25 Sina Sajjadi , Samuel Martin-Gutierrez , Fariba Karimi

Using network analysis, psychologists have already found the nontrivial correlation between personality and social network structure. Despite the large amount of empirical studies, theoretical analysis and formal models behind such…

社会与信息网络 · 计算机科学 2020-04-28 Heng-Chien Liou , Hung-Yun Hsieh

Electronic communication records provide detailed information about temporal aspects of human interaction. Previous studies have shown that individuals' communication patterns have complex temporal structure, and that this structure has…

物理与社会 · 物理学 2014-03-05 Lauri Kovanen , Kimmo Kaski , János Kertész , Jari Saramäki

In personalized technology and psychological research, precisely detecting demographic features and personality traits from digital interactions becomes ever more important. This work investigates implicit categorization, inferring…

计算与语言 · 计算机科学 2025-03-18 Kourosh Shahnazari , Seyed Moein Ayyoubzadeh

Prior research has emphasised the importance of informal advice networks for knowledge sharing and peer learning. We use Social Network Analysis to detect individuals who play a strategic role in advice networks. Even if roles have been…

物理与社会 · 物理学 2021-05-18 E. Battistoni , A. Fronzetti Colladon

Human personality traits are the key drivers behind our decision-making, influencing our life path on a daily basis. Inference of personality traits, such as Myers-Briggs Personality Type, as well as an understanding of dependencies between…

社会与信息网络 · 计算机科学 2021-06-22 Qi Yang , Aleksandr Farseev , Andrey Filchenkov

The Myers-Briggs Type Indicator (MBTI) is a popular personality metric that uses four dichotomies as indicators of personality traits. This paper examines the use of pre-trained language models to predict MBTI personality types based on…

机器学习 · 计算机科学 2019-07-16 Sedrick Scott Keh , I-Tsun Cheng

Homophily -- the tendency of individuals to interact with similar others -- shapes how networks form and function. Yet existing approaches typically collapse homophily to a single scale, either one parameter for the whole network or one per…

物理与社会 · 物理学 2025-12-16 Abbas K. Rizi , Riccardo Michielan , Clara Stegehuis , Mikko Kivelä

Understanding the emergence of inequality in complex systems requires attention to both structural dynamics and intrinsic heterogeneity. In the context of opinion dynamics, traditional models relied on static snapshots or assumed…

社会与信息网络 · 计算机科学 2026-02-10 Akshay Gangadhar , Hiroki Sayama

Our multidimensional identities determine how we interact with each other, shaping social networks through group-based connection preferences. While interactions along single dimensions have been extensively studied, the dynamics driving…

物理与社会 · 物理学 2024-06-26 Samuel Martin-Gutierrez , Mauritz N. Cartier van Dissel , Fariba Karimi

The Myers-Briggs Type Indicator (MBTI) is one of the most influential personality theories reflecting individual differences in thinking, feeling, and behaving. MBTI personality detection has garnered considerable research interest and has…

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