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Personalized Table-Top Game Recommendations

机译：个性化桌面游戏推荐

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Table-top games have proven to enhance the lives of people of all ages. From children fostering the ability to focus to adults reducing their risk of developing Alzheimers disease, games continue to play a significant role in people's success in life. Recent prevalence in table-top games have increased production and sales for the game industry, thus providing a large variety of table-top game options to users. The volume of table-top options available to users, however, is problematic as buying new, unfamiliar games is a risk, since purchase cannot guarantee play satisfaction, and 100% refunds are not warrantied if game components have been tampered with. Existing websites such as Amazon and Barnes & Noble recommend table-top games to users, but their methodology is mainly based on consumer purchase patterns which neglect game characteristics in their non-personalized recommendations. These characteristics, which include topic relevance, complexity, and game category, can significantly affect the satisfaction level of game play when players experiment with new table-top games. In order to assist users in finding games of interest to play and enrich the player's gameplaying experience, we have developed PeGRec (Personalized Game Recommender), a novel software system that recommends the latest and most personally intriguing table-top games for users. We show in a series of evaluation tests that PeGRec's recommendations are more personalized and accurate in rankings according to user interests than the ones provided by Amazon's and Barnes & Nobles' game recommenders, respectively.
机译：事实证明，台式游戏机可以改善各个年龄段的人们的生活。从儿童培养专注力的能力到成年人减少罹患阿尔茨海默氏病的风险，游戏在人们的生活成功中继续发挥着重要作用。台式游戏机的近来盛行提高了游戏产业的生产和销售，因此为用户提供了各种各样的台式游戏机选择。但是，由于购买新的不熟悉的游戏会带来风险，因此用户可以使用大量桌面选项，这是一个问题，因为购买游戏不能保证游戏满意度，并且如果对游戏组件进行了篡改，也不保证100％的退款。现有的网站（例如Amazon和Barnes＆Noble）向用户推荐台式游戏，但是其方法主要基于消费者购买模式，而在非个性化推荐中忽略了游戏特性。这些特征（包括主题相关性，复杂性和游戏类别）会在玩家尝试新的台式游戏时极大地影响游戏的满意度。为了帮助用户找到感兴趣的游戏来玩并丰富玩家的游戏体验，我们开发了PeGRec（个性化游戏推荐器），这是一种新颖的软件系统，可以为用户推荐最新，最吸引人的台式游戏。我们在一系列评估测试中显示，PeGRec的推荐根据用户兴趣的排名比亚马逊和Barnes＆Nobles的游戏推荐者分别更具个性化和准确性。

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