基于媒体的情感预测商品价格

Jiancheng Shen, Feng Dong, Wu He
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引用次数: 0

摘要

情感在消费者决策中起着重要的作用。我们最近进行了一项研究,探讨基于媒体的市场情绪汇总信息如何影响消费者对商品的预期需求,以及企业如何使用基于媒体的情绪指数来预测商品的价格。我们通过分析对12种主要能源和材料商品价格以及5种市场情绪指数(兴奋、情绪、乐观、恐惧和喜悦)的14年每日观察,实施了时间序列计量经济学。实证结果表明,所有个体群体的高唤醒情绪对商品价格的影响在市场层面上趋于一致。该研究还提供了证据,证明基于媒体的情绪指数与接下来五天的商品价格之间存在短期预测关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using media-based emotion to predict commodity price
Emotion plays a significant role in consumer decision making. We recently conducted a study to explore how media-based information of aggregated market emotion influences consumers' expected demand of commodities, and how businesses can use media-based emotion indices to predict commodities' price. We implemented time series econometrics by analyzing a fourteen year daily observations of twelve major energy and material commodities prices and five market-level emotion indices (buzz, sentiment, optimism, fear and joy). The empirical results suggest that high-arousal emotion from all groups of individuals tend to reach consensus at the market level in its effect on commodity price. The study also provides evidence that there is a short term predictive relationship between the media-based emotion indices and the following five days' commodity prices.
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