词嵌入社会科学:一个跨学科的调查
Akira Matsui1, Emilio Ferrara2
1College of Business Administration, Yokohama National University, Yokohama, Kanagawa, Japan.
PeerJ. Computer science
|February 3, 2025
概括
这项研究调查了人类行为采矿的社会科学中的词嵌入应用. 它提供了一种分类学,以指导研究人员在计算机科学和社会科学的交叉点上进行导航.
科学领域:
- 计算机科学 计算机科学
- 社会科学 社会科学 社会科学
- 计算社会科学 计算社会科学
背景情况:
- 机器学习模型擅长从高维数据中提取低维表示.
- 词嵌入是一种流行的机器学习技术,越来越多地应用于各种社会科学学科.
- 由于其跨学科性质,对词嵌入在社会科学研究中的应用缺乏记录的概述.
研究的目的:
- 编译关于词嵌入应用在社会科学中的碎片化知识.
- 为了调查最近使用词嵌入模型用于人类行为采矿的研究.
- 为计算机科学和社会科学的交叉点提供这种新兴趋势的结构化概述.
主要方法:
- 系统地调查最近的学术文献.
- 对应用词嵌入模型到人类行为挖矿的研究进行分析.
- 开发一个分类学来分类和综合发现.
主要成果:
- 识别词嵌入作为计算社会科学的关键工具.
- 汇编了词嵌入在理解人类行为的各种应用.
- 在这个跨学科领域建立未来研究的框架.
结论:
- 词嵌入代表了社会科学研究中的一个显著和不断增长的趋势.
- 开发的分类学为研究人员探索人类行为挖矿提供了宝贵的资源.
- 这项工作将计算机科学与社会科学联系起来,促进进一步的跨学科合作.
相关概念视频
Surveys
14.7K
Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
14.7K
Cross-Sectional Research
11.1K
In cross-sectional research, a researcher compares multiple segments of the population at the same time. If they were interested in people's dietary habits, the researcher might directly compare different groups of people by age. Instead of following a group of people for 20 years to see how their dietary habits changed from decade to decade, the researcher would study a group of 20-year-old individuals and compare them to a group of 30-year-old individuals and a group of 40-year-old...
11.1K
Social Exchange Theory
34.3K
We have discussed why we form relationships, what attracts us to others, and different types of love. But what determines whether we are satisfied with and stay in a relationship? One theory that provides an explanation is social exchange theory. According to social exchange theory, we act as naïve economists in keeping a tally of the ratio of costs and benefits of forming and maintaining a relationship with others (Rusbult & Van Lange, 2003).
34.3K
Stereotype Content Model
13.9K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
13.9K
Empathy
9.5K
Some researchers suggest that altruism operates on empathy. Empathy is the capacity to understand another person’s perspective, to feel what he or she feels. An empathetic person makes an emotional connection with others and feels compelled to help (Batson, 1991). Empathy can be expressed in several ways, including cognitive, affective, and motor.
9.5K
Types of Surveys
35
Surveys are essential for marking property boundaries near water bodies. Different types of surveys are defined, each with its own function. Land surveys mark the property boundaries, while route surveys determine the position of properties on nearby highways. Topographic surveys create maps by capturing the three-dimensional features of the land. Hydrographic surveys focus on the shapes of underwater areas and the movement of streams through the properties. Mine surveys determine the relative...
35


