自然语言处理的发展如何帮助我们理解人类的行为
Rada Mihalcea1, Laura Biester2, Ryan L Boyd3
1University of Michigan, Ann Arbor, MI, USA. mihalcea@umich.edu.
Nature human behaviour
|October 22, 2024
概括
分析语言揭示了人类情绪,社会行为和文化的洞察力. 本综述探讨了用于理解社会过程的计算语言学方法,并将其与调查等传统方法进行比较.
科学领域:
- 社会心理学 社会心理学
- 计算机科学 计算机科学
- 计算语言学 计算语言学
背景情况:
- 语言使用提供了对情绪,社会行为,思维方式,文化和社会背景的洞察.
- 最近社会心理学和计算机科学交集的进展导致了分析自然语言的工具的开发.
- 这些工具旨在通过文本分析增强对社会过程和人类行为的理解.
研究的目的:
- 为社会科学研究的语言分析中使用的当前方法和数据提供概述.
- 讨论语言分析在理解社会现象中的解释价值.
- 将语言分析技术与调查和手工评分样本等传统方法进行比较.
主要方法:
- 对计算机语言学和社会心理学现有文献的审查.
- 对社会行为应用的自然语言处理 (NLP) 技术的分析.
- 语言分析与传统研究方法 (调查,手动编码) 的比较评估.
主要成果:
- 语言分析为理解复杂的人类行为和社会动态提供了一个强大的镜头.
- 计算方法提供了可扩展和客观的手段来分析大量的文本数据.
- 对比强调了语言分析和传统社会科学方法的互补优势.
结论:
- 自然语言分析是社会科学研究的一个有价值和不断发展的工具.
- 将计算方法与传统方法相结合,可以更深入地了解人类行为.
- 未来的研究应该集中在改进方法和扩大语言分析在社会科学中的应用.
更多相关视频
09:27Using Eye Movements Recorded in the Visual World Paradigm to Explore the Online Processing of Spoken Language
Published on: October 13, 2018
9.9K
07:43Author Spotlight: A Novel Setup to Conduct Naturalistic Laboratory Experiments with Real Human Actors in Scenarios
Published on: August 4, 2023
1.9K
相关概念视频
Language and Cognition
329
Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
329
Introduction to Cognitive Psychology
439
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
439
Cognitivism
1.4K
Cognitive psychology emerged as a significant field in the mid-20th century. It focused on understanding humans' internal mental processes. This approach emphasizes how people perceive, remember, think, and solve problems—elements critical to human cognition.
Previously dominated by behaviorism, which prioritized observable behaviors and largely ignored mental processes, psychology transformed in the 1950s. Cognitive psychologists argue that understanding how we think and process...
Previously dominated by behaviorism, which prioritized observable behaviors and largely ignored mental processes, psychology transformed in the 1950s. Cognitive psychologists argue that understanding how we think and process...
1.4K
Defining Psychology
1.3K
Psychology is the scientific discipline dedicated to understanding both observable behavior and the internal mental processes underlying such behavior. It aims to comprehend human nature and apply this understanding to solve practical problems, enhance well-being, and improve societal outcomes. An example of psychology's application is the study of prosocial behavior, such as why and under what conditions individuals might help strangers in need. This process involves describing observed...
1.3K
Behaviorism
2.2K
The field of behaviorism was pioneered by figures such as Ivan Pavlov, John B. Watson, and B.F. Skinner fundamentally shifted the focus of psychology to the observable and controllable aspects of human and animal behavior. This shift marked a critical evolution in the discipline, emphasizing scientific rigor and experimental methodology.
The core premise of behaviorism is its focus on observable behavior rather than internal thoughts or feelings. This approach argues that true scientific...
The core premise of behaviorism is its focus on observable behavior rather than internal thoughts or feelings. This approach argues that true scientific...
2.2K
Humanistic Psychology
1.0K
Humanistic psychology emerged in the mid-20th century as a response to the deterministic and pessimistic nature of behaviorism and psychoanalysis. While behaviorism focused on observable behaviors influenced by the environment and psychoanalysis delved into unconscious motivations, both theories suggested that human actions lacked free will. In contrast, humanistic psychology offers a perspective that emphasizes the innate potential for goodness and growth within every individual.
This approach...
This approach...
1.0K
