一个关于马德琳的感官知觉的注释免费评论的数据集,用于对文本挖掘技术进行基准测试
Michel Visalli1,2, Ronan Symoneaux3, Cécile Mursic4
1Centre des Sciences du Goût et de l'Alimentation, AgroSup Dijon, CNRS, INRAE, Université Bourgogne, F-21000 Dijon, France.
Data in brief
|January 20, 2025
概括
这项研究探讨了数据收集方法和预处理如何影响消费者的感官感知评论. 调查结果强调了预处理对于有效分析真实的消费者语言数据的重要性.
科学领域:
- 感官科学 感官科学
- 消费者研究 消费者研究
- 自然语言处理自然语言处理.
背景情况:
- 消费者感官感知数据对于产品开发至关重要.
- 免费评论数据提供了丰富的,尽管没有结构的见解.
- 评估数据收集和预处理的影响对于数据质量至关重要.
研究的目的:
- 调查数据收集模式对自由评论质量的影响.
- 评估预处理技术对感官数据的影响.
- 为评估文本挖掘和人工智能工具提供数据集.
主要方法:
- 招募了200名消费者,评估了6个马德琳样品.
- 利用了两个数据收集模式:简短的表达式与完整的句子.
- 收集喜欢分数与自由文本评论一起.
主要成果:
- 证明数据收集模式会影响评论质量.
- 强调数据预处理在提高结果中的关键作用.
- 创建了一个注释和翻译的真实消费者语言数据集.
结论:
- 数据预处理对于免费评论的可靠感官分析至关重要.
- 该数据集支持人工智能开发用于感官和消费者洞察力.
- 通过这个资源,可以比较不同的文本分析算法.
相关概念视频
Data Collection by Experiments
Data collection is a systematic method of obtaining, observing, measuring, and analyzing accurate information. An experimental study is a standard method of data collection that involves the manipulation of the samples by applying some form of treatment prior to data collection. It refers to manipulating one variable to determine its changes on another variable. The sample subjected to treatment is known as “experimental units.”
An example of the experimental method is a public clinical trial...
An example of the experimental method is a public clinical trial...
Data Collection by Observations
Data collection refers to a systematic way of obtaining, observing, measuring, and analyzing accurate information. Observational studies are one of the most widely used methods of data collection. It involves collecting data by observing the behavior and physical characteristics of a sample without making any modifications to the sample.
An astronomer viewing the motion and brightness of stars in the sky and recording the data is an example of observational data collection. A botanist recording...
An astronomer viewing the motion and brightness of stars in the sky and recording the data is an example of observational data collection. A botanist recording...
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Sensation typically is the process by which the sensory receptors and sense organs detect stimuli from the internal and external environment and transmit this information to the central nervous system for processing.
General senses refer to the broad category of sensory information detected by receptors in the body and can be further grouped into somatic and visceral senses. Somatic sensations include touch, pressure, temperature, and pain and are essential for navigating our environment and...
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Sensory Perception: Organization of the Somatosensory System
The somatosensory system is the central and peripheral nervous system component that senses and processes touch, pressure, pain, temperature, and body position or proprioception. The process of sensation takes place at three levels:
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the stimulus...
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the stimulus...
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Gustation, or the sense of taste, is intrinsically linked to the anatomical structures located on the tongue. This organ's surface, along with the entirety of the oral cavity, is adorned with stratified squamous epithelium. Evident on the tongue are elevated structures known as papillae (singular = papilla), which house the mechanisms for the transduction of gustatory stimuli. Four distinct types of papillae exist, each identified by their unique morphological attributes: the circumvallate,...


