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How does Temu remove duplicate items?

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Temu是一个基于用户行为的个性化推荐引擎,它使用了用户的历史行为(如购买、评分、浏览等)和偏好来推荐商品。为了去重选品,你可以采取以下措施:

去除重复物品:通过将用户的购物历史和评分数据进行整合,可以找出重复的物品。然后将这些物品从推荐列表中移除,以避免相同或相似的商品被推荐给同一个用户。

基于相似度进行去重:Temu可以使用协同过滤算法来找到与现有商品相似的商品,并将这些商品从推荐列表中移除。

随机化推荐:你可以通过在系统中引入随机数来决定哪个商品将被向用户推荐,以避免频繁地推荐相同的商品。

结合上下文进行推荐:Temu可以使用上下文信息来更好地了解用户的兴趣和需求,并据此提供个性化的去重建议。例如,如果一个用户在购买某个特定类型的商品时已经浏览了很多类似的产品,那么Temu可以推断该用户可能对这类型的商品不感兴趣

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Temu is a personalized recommendation engine based on user behavior. It uses the user's historical behavior (such as purchases, ratings, browsing, etc.) and preferences to recommend products. To remove duplicate items, you can take the following measures:

Remove duplicate items: By integrating the user's shopping history and rating data, you can find duplicate items. Then remove these items from the recommendation list to avoid the same or similar items being recommended to the same user.

Deduplicate based on similarity: Temu can use collaborative filtering algorithms to find items that are similar to existing items and remove these items from the recommendation list.

Randomize recommendations: You can introduce random numbers into the system to decide which item will be recommended to the user to avoid recommending the same item frequently.

Recommend in context: Temu can use contextual information to better understand the user's interests and needs, and provide personalized de-duplicate recommendations accordingly. For example, if a user has browsed many similar products when purchasing a specific type of item, Temu can infer that the user may not be interested in this type of item

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