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Keywords: E-commerce and online shopping is a booming industry, especially during the COVID-19 pandemic. Online shopping allows customers to browse and purchase products from home using just a phone or laptop. Customers often never end up seeing their product in real life before the purchase, and are instead dependent on photos and descriptions uploaded by the seller. Thus comes the need for customer reviews: an evaluation of a product by other buyers which can influence other shoppers' decisions to make the purchase. However, reviews can be tainted to provide a fake or unrealistic depiction of a product. Sellers can pay people or robots to leave fake reviews under competitors or their own stores to increase/decrease sales turnout. Such reviews can be harmful to the buyer or other sellers, often ending up with an unhappy customer. Using supervised datasets consisting of real and fake reviews, we can train a variety of machine learning and deep learning models to recognize attributes differentiating between the two types of reviews. Big e-commerce platforms such as Amazon, Yelp, and Tripadvisor are all common targets of fake reviews, and the implementation of fake review detection could create a more assuring shopping experience for customers. In this paper, we analyze and break down customer review data and attempt to build models that form conclusions from it.

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记者：近日，美国海军陆战队和日本陆上自卫队在九州、冲绳开展夺占离岛演习,有分析认为，这是在当前中国增加相关海域军事存在的情况下，展示美日同盟的反应能力。另有报道称，日本正在研究制定应对台海危机的居民疏散计划，日海上安全官员预测，若台海爆发战事，即使中国大陆军方实施海上封锁，仍会有数百艘台难民船只涌入。请问对此有何评论？

张晓刚：我们注意到有关消息。需要指出的是，有关国家间的防务合作不应针对第三方，更不应拿中国说事，而刻意寻找借口、渲染局势紧张、制造对立对抗，是极不负责任的危险行为，更有悖于地区国家求和平、谋发展的良好意愿。

台湾问题纯属中国内政，怎么解决台湾问题是中国人自己的事，不容任何外来干涉。历史上，日本曾发动侵华战争，对台湾进行长达半个世纪的殖民统治，犯下罄竹难书的罪行，对中国人民负有严重历史罪责。我们敦促日方深刻反省侵略历史，停止在台湾问题上制造事端，切实以实际行动取信于亚洲邻国和国际社会。

来源 国防部发布

编辑 曾佳佳

流程编辑 马晓双