Analysis of the causes of inferiority feelings based on social media data with Word2Vec.
Analysis of the causes of inferiority feelings based on social media data with Word2Vec.
复制标题
基于Word2Vec的社交媒体数据分析自卑感成因
DOI：
10.1038/s41598-022-09075-2
复制
发表时间：
2022-03-25
影响因子：
4.6
通讯作者：
Luo Q
中科院分区：
文献类型：
--
作者：
Liu Y;Xu C;Kuai X;Deng H;Wang K;Luo Q
自卑感是一种复杂的情绪，通常意味着察觉到自身的软弱与无助。若未能及时进行有效干预，可能会给有自卑感的个体带来严重后果。出于隐私方面的考虑，这些人往往在寻求面对面帮助时有所迟疑，但他们通常会主动在社交媒体上分享自己的感受，这使得社交媒体成为获取大量与自卑相关数据的良好资源。我们随机选取了一批表露自卑感的帖子作为样本，以探究自卑的成因。通过语言分析和自然语言处理，我们基于社交媒体数据构建了一个关于自卑的词向量（Word2Vec）模型，并将其应用于自卑感的成因分析。自卑感的主要成因包括个人经历、社交互动、恋爱关系等。因个人经历而感到自卑的人，很大程度上通常受其思维方式和生活态度的影响。在自卑心理的发展过程中，社会因素和情感因素存在一定程度的重叠。在恋爱关系中，男性比女性更容易产生自卑感。这些研究结果将有助于相关机构和组织更好地了解有自卑感的人群，并推动针对那些可能存在自尊问题的人制定有针对性的治疗方案。
Feelings of inferiority are complex emotions that usually indicate perceived weakness and helplessness. A lack of timely and effective interventions may bring serious consequences to individuals with inferiority feelings. Due to privacy concerns, those people often hesitate to seek face-to-face help, but they usually spontaneously share their feelings on social media, which makes social media a good resource for ample inferiority-related data. We randomly selected a sample of posts indicating inferiority feelings to explore the causes of inferiority. Through language analysis and natural language processing, we constructed a Word2Vec model of inferiority based on social media data and applied it to the cause analysis of inferiority feelings. The main causes of inferiority feelings are personal experience, social interaction, love relationship, etc. People feeling inferior about their personal experiences usually are largely influenced by their ways of thinking and life attitudes. Social and emotional factors overlap somewhat in the development of inferiority. In love relationships, males are more prone to inferiority feeling than females. These findings will help relevant institutions and organizations better understand people with inferiority feelings and facilitate the development of targeted treatment for those with potential self-esteem problems.
登录
查看更多内容
影响因子：
4.4
作者：
Li, Lin;Liu, Yu;Shen, Hang
通讯作者：
Shen, Hang
影响因子：
3.8
作者：
Decter-Frain A;Frimer JA
通讯作者：
Frimer JA
影响因子：
6.6
作者：
Li, Ang;Jiao, Dongdong;Zhu, Tingshao
通讯作者：
Zhu, Tingshao
影响因子：
5.5
作者：
Niederkrotenthaler, Thomas;Reidenberg, Daniel J.;Gould, Madelyn S.
通讯作者：
Gould, Madelyn S.
影响因子：
3.4
作者：
Kuai, Xi;Li, Lin;Liu, Yu
通讯作者：
Liu, Yu