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A PLSR Model for Consumer Preference Prediction of Yoghurt from Sensory Attributes Profiles

机译:来自Sensory属性概况的酸奶消费者偏好预测的PLSR模型

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摘要

Consumer preference investigations are extremely emphasized in marketing management strategy for food enterprises.In this communication, a partial least squares regression (PLSR) model for consumer preference prediction from sensory attributes profiles is developed and three brands of yoghurt are exampled to demonstrate the accuracy and practicability of the method.The model also provides the importance ranking of the analysed sensory variables, which may give a guidance for industrial production and sensory experiment design.Drawing on the results of PCA and hierarchical clustering analysis, the variable filtering process of PLSR is proved to be theoretically correct.
机译:在粮食企业的营销管理战略中非常强调消费者偏好调查。在这种通信中,开发了来自感官属性配置文件的消费者偏好预测的部分最小二乘回归(PLSR)模型,并考虑了三个品牌的酸奶以展示准确性和实用性该方法。该模型还提供了分析的感官变量的重要性排名,这可能为工业生产和感官实验设计提供指导。绘制PCA的结果和分层聚类分析,证明了PLSR的可变过滤过程理论上是正确的。

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