Identifying Worldwide Interests in Organic Foods by Google Search Engine Data
文献类型: 外文期刊
第一作者: Liu, Xu
作者: Liu, Xu;Zhong, Meiying;Guo, Ya;Li, Bin;Su, Ye;Tan, Jinglu;Guo, Ya;Gharibzahedi, Seyed Mohammad Taghi;Liu, Juan
作者机构:
关键词: Organic food; search engine; search interest; neural network; data modeling; deep learning; consumer behavior
期刊名称:IEEE ACCESS ( 影响因子:3.367; 五年影响因子:3.671 )
ISSN: 2169-3536
年卷期: 2019 年 7 卷
页码:
收录情况: SCI
摘要: Global interests in organic foods are of importance to researchers and the food industry. Traditional questionnaire-based methods do not provide a broad picture. To meet this need, worldwide interests in organic foods were studied by integrating query data from the Google search engine and deep learning methods. The results show that organic oil, organic milk, organic chicken, and organic apples are the most interested organic foods; people from Singapore, US, New Zealand, Australia, United Kingdom and Canada care about organic foods the most; consumers' interest in organic foods has no correlation with GDP and life expectancy but has significant correlations with other dimensions of culture such as individualism, uncertainty avoidance, and long-term orientation. A recurrent neural network (RNN) model structure is useful in predicting people's interests in major organic foods over time.
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