相关实验视频
Updated: Jul 4, 2025

08:44
Eliciting and Analyzing Male Mouse Ultrasonic Vocalization USV Songs
Published on: May 9, 2017
15.8K
使用人工智能来探索美国英语中性别的声音象征表达
Alexander Kilpatrick1, Aleksandra Ćwiek2
1International Communication, Nagoya University of Commerce and Business, Nagoya, Aichi, Japan.
PeerJ. Computer science
|January 29, 2024
概括
通过机器学习,可以从姓名和单词中推断出性别. 姓名比其他词类型更准确地预测性别,显示强大的性别表达.
科学领域:
- 语言学的语言学.
- 计算语言学 计算语言学
- 心理语言学 心理语言学
背景情况:
- 语言特征和感知性别之间的关系是正在进行的研究领域.
- 以前的研究已经探索了语言中的性别关联,但使用语音分析的计算方法不太常见.
研究的目的:
- 调查从美国英语姓名和一般单词中的音符中对性别的可预测性.
- 为了比较在姓名上训练的机器学习模型的有效性,与更广泛的词汇库进行性别分类.
主要方法:
- 开发了两种极端梯度增强的性别分类算法.
- 培训一个北美常见姓名的模型 (N≈1,000).
- 在格拉斯哥规范语料库 (N≈5,500) 上培训第二个模型,包括各种词类与相关的性别行为分数.
主要成果:
- 这两种模型都取得了统计学上显著的性别分类结果.
- 经过名字训练的模型表现出比使用格拉斯哥规范集体训练的模型更高的准确性.
- 功能重要性分析揭示了不同词类的不同性别表达模式.
结论:
- 姓名似乎比其他词类更强烈的性别指标,因为更强大的性别表达.
- 在特定词类 (例如,姓名) 上训练的机器学习模型在应用于类似数据时更有效,在分类对立样本时显示限制.
相关概念视频
Language and Cognition
346
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.
346
Components of Language
280
Language, whether spoken, signed, or written, consists of specific components: lexicon and grammar. The lexicon is the vocabulary of a language, comprising its words. Grammar is the set of rules used to convey meaning through the lexicon. For example, English grammar adds “-ed” to most verbs to indicate past tense. Words are formed by combining phonemes, which are the basic sound units of a language. Different languages have different sets of phonemes (e.g., “ah” vs.
280
Socioemotional Experience and Gender Development
30
Social-emotional experiences and cultural influences play significant roles in shaping gender development. During middle childhood, from ages 6 to 11, peer groups become dominant in reinforcing gender norms. Children in this age group often align with same-gender peer groups, which actively encourage behaviors that conform to traditional gender roles. For instance, boys may be discouraged from engaging in activities perceived as feminine, reinforcing culturally dictated norms about masculinity...
30
Language Development
367
Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
367
Emotional Expression
224
Emotional expression encompasses how individuals convey their emotions through verbal communication and non-verbal cues. These non-verbal actions include facial expressions, body language, and physical gestures, such as frowning or smiling. Among these, facial expressions play a crucial role in emotional expression and are understood universally, indicating a biological basis for how humans communicate emotions.
Universal Facial Expressions
Psychologist Paul Ekman identified seven basic...
Universal Facial Expressions
Psychologist Paul Ekman identified seven basic...
224
Language
229
Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
229

