School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, PR China; Beijing Key Laboratory of Knowledge Engineering for Materials Science, Beijing 100083, PR China.
Department of Police Technology, Railway Police College, Zhengzhou, Henan 450003, PR China.
Food Res Int. 2018 Jun;108:237-245. doi: 10.1016/j.foodres.2018.03.042. Epub 2018 Mar 15.
Emotional reactions towards products play an essential role in consumers' decision making, and are more important than rational evaluation of sensory attributes. It is crucial to understand consumers' emotion, and the relationship between sensory properties, human liking and choice. There are many inconsistencies between Asian and Western consumers in the usage of hedonic scale, as well as the intensity of facial reactions, due to different culture and consuming habits. However, very few studies discussed the facial responses characteristics of Asian consumers during food consumption. In this paper, explicit liking measurement (hedonic scale) and implicit emotional measurement (facial expressions) were evaluated to judge the consumers' emotions elicited by five types of juices. The contributions of this study included: (1) Constructed the relationship model between hedonic liking and facial expressions analyzed by face reading technology. Negative emotions "sadness", "anger", and "disgust" showed noticeable high negative correlation tendency to hedonic scores. The "liking" hedonic scores could be characterized by positive emotion "happiness". (2) Several emotional intensity based parameters, especially dynamic parameter, were extracted to describe the facial characteristic in sensory evaluation procedure. Both amplitude information and frequency information were involved in the dynamic parameters to remain more information of the emotional responses signals. From the comparison of four types of emotional descriptive parameters, the maximum parameter and dynamic parameter were suggested to be utilized for representing emotional state and intensities.
情感反应在消费者的决策中起着至关重要的作用,比感官属性的理性评估更为重要。了解消费者的情感以及感官特性、人类喜好和选择之间的关系至关重要。由于文化和消费习惯的不同,亚洲和西方消费者在使用愉悦尺度以及面部反应强度方面存在许多不一致之处。然而,很少有研究讨论亚洲消费者在食品消费过程中的面部反应特征。在本文中,通过面部表情识别技术,对显式喜好测量(愉悦量表)和隐式情感测量(面部表情)进行了评估,以判断五类果汁所引起的消费者情绪。本研究的贡献包括:(1)构建了由愉悦度和面部表情分析得出的愉悦度与面部表情之间的关系模型。负面情绪“悲伤”、“愤怒”和“厌恶”与愉悦评分呈显著的负相关趋势。愉悦评分可以用积极情绪“幸福”来描述。(2)提取了几个基于情感强度的参数,特别是动态参数,用于描述感官评估过程中的面部特征。动态参数既涉及幅度信息又涉及频率信息,以保留情感反应信号的更多信息。通过对四种情感描述参数的比较,建议使用最大参数和动态参数来表示情感状态和强度。