图 书 馆
TinderBook：爱上文化TinderBook: Fall in Love with Culture |
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| 课程网址: | http://videolectures.net/eswc2019_buzio_tinderbook_love/ |
| 主讲教师: | Alberto Buzio |
| 开课单位: | ISMB-Istituto Superiore Mario Boella |
| 开课时间: | 2019-09-19 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | More than 2 millions of new books are published every year and choosing a good book among the huge amount of available options can be a challenging endeavor. Recommender systems help in choosing books by providing personalized suggestions based on the user reading history. However, most book recommender systems are based on collaborative filtering, involving a long onboarding process that requires to rate many books before providing good recommendations. Tinderbook provides book recommendations, given a single book that the user likes, through a card-based playful user interface that does not require an account creation. Tinderbook is strongly rooted in semantic technologies, using the DBpedia knowledge graph to enrich book descriptions and extending a hybrid state-of-the-art knowledge graph embeddings algorithm to derive an item relatedness measure for cold start recommendations. Tinderbook is publicly available and has already generated interest in the public, involving passionate readers, students, librarians, and researchers. The online evaluation shows that Tinderbook achieves almost 50% of precision of the recommendations. |
| 关 键 词: | Tinderbook; 机器学习; 图书推荐系统; DBpedia知识图; 提供用户喜欢的书籍推荐 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2022-09-20：cyh |
| 最后编审: | 2022-09-21：cyh |
| 阅读次数: | 5 |