探索与韩国发言者的认知状态相关的语音声学特征:一项初步机器学习研究
Jiho Lee1, Nayeon Kim1, Ji-Wan Ha2
1Neopons Inc., Daegu 41260, Republic of Korea.
Diagnostics (Basel, Switzerland)
|January 8, 2025
概括
这项研究探讨了使用语音分析来检测认知障碍,发现特定的声音声学特征,如DDA闪和stdevF0显示早期查的潜力. 需要进一步的研究来证实这些发现在不同的人群中.
科学领域:
- 语音分析 语音分析
- 认知障碍检测 认知障碍检测
- 机器学习 机器学习
背景情况:
- 全球痴呆症危机需要可访问的早期查方法.
- 认知健康监测的非侵入性技术至关重要.
- 每日健康监测提供了一个可访问查的平台.
研究的目的:
- 开发一种使用语音数据检测认知障碍的非侵入性系统.
- 通过日常健康监测,使认知衰退的早期查成为可能.
- 分析语音中的声学特征,以找出认知状态的指标.
主要方法:
- 在八项任务中收集了223名韩国患者的语音数据.
- 根据韩国迷你精神状态检查得分对患者进行分类.
- 应用了四种机器学习模型并分析了语音声学特征.
主要成果:
- 深度神经网络在严重和没有损伤方面实现了最高的性能 (0.737 PR AUC).
- 随机森林显示强有力的结果 (0.715 PR AUC) 结合严重 + 轻度与没有损害.
- 特定的声学特征 (DDA闪,stdevF0) 表示潜在的诊断价值.
结论:
- 某些语音声学特征可能与认知状态相关.
- 人口因素显著影响声学特征与认知之间的关系.
- 需要在人口统计学上匹配的群体中进一步验证.
更多相关视频
09:09Foreign Accent and Forensic Speaker Identification in Voice Lineups: The Influence of Acoustic Features Based on Prosody
Published on: September 27, 2024
397
06:04Systematic Hearing Performance Evaluation Process for Adolescents with Cochlear Implantation at Early Ages
Published on: March 24, 2023
334
相关概念视频
Language and Cognition
321
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.
321
Perceiving Loudness, Pitch, and Location
191
The human brain perceives pitch through two primary mechanisms reflected in place theory and frequency theory. Each mechanism describes how sound waves are interpreted as specific pitches by the brain, offering insights into the intricate processes of auditory perception.
Place theory, or place coding, suggests that different pitches are heard because various sound waves activate specific locations along the cochlea's basilar membrane. The brain determines the pitch of a sound by...
Place theory, or place coding, suggests that different pitches are heard because various sound waves activate specific locations along the cochlea's basilar membrane. The brain determines the pitch of a sound by...
191
Auditory Perception
317
The auditory system is essential for sound perception, utilizing various critical structures. When sound waves enter the outer ear, they travel through the ear canal and cause the eardrum to vibrate. These vibrations are then transmitted to the middle ear, where three tiny bones – the malleus, incus, and stapes – amplify the sound. This amplification is crucial, as it ensures that the sound vibrations are strong enough to be conveyed to the inner ear. These vibrations then reach the...
317
Facial Feedback Hypothesis
124
Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role...
124
Higher Mental Functions of the Brain: Language
729
Language is a system of communication that allows the expression of thoughts, ideas, and feelings. The brain processes language in both hemispheres.
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
729
Perception of Sound Waves
4.4K
The human ear is not equally sensitive to all frequencies in the audible range. It may perceive sound waves with the same pressure but different frequencies as having different loudness. Moreover, the perception of sound waves depends on the health of an individual's ears, which decays with age. The health of one's ears may also be affected by regular exposure to loud noises.
The pitch of a sound depends on the frequency and the pressure amplitude of the source. Two sounds of the same...
The pitch of a sound depends on the frequency and the pressure amplitude of the source. Two sounds of the same...
4.4K
