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題名 Dish Discovery via Word Embeddings on Restaurant Reviews
作者 蔡銘峰
Tsai, Ming-Feng
Chao, Chih-Yu;Chu, Yi-Fan;Ho, Yi;Wang, Chuan-Ju;Tsai, Ming-Feng
貢獻者 資科系
關鍵詞 dish discovery; word embeddings; dish-word extraction
日期 2016-09
上傳時間 30-Nov-2018 15:31:47 (UTC+8)
摘要 This paper proposes a novel framework for automatic dish discovery via word embeddings on restaurant reviews. We collect a dataset of user reviews from Yelp and parse the reviews to extract dish words. Then, we utilize the processed reviews as training texts to learn the embedding vectors of words via the skip-gram model. In the paper, a nearestneighbor like score function is proposed to rank the dishes based on their learned representations. We brief some analyses on the preliminary experiments and present a web-based visualization at http://clip.csie.org/yelp/.
關聯 Poster Proceedings of ACM RecSys 2016, ACM
資料類型 conference
dc.contributor 資科系
dc.creator (作者) 蔡銘峰zh_TW
dc.creator (作者) Tsai, Ming-Fengen_US
dc.creator (作者) Chao, Chih-Yu;Chu, Yi-Fan;Ho, Yi;Wang, Chuan-Ju;Tsai, Ming-Fengzh_TW
dc.date (日期) 2016-09
dc.date.accessioned 30-Nov-2018 15:31:47 (UTC+8)-
dc.date.available 30-Nov-2018 15:31:47 (UTC+8)-
dc.date.issued (上傳時間) 30-Nov-2018 15:31:47 (UTC+8)-
dc.identifier.uri (URI) http://nccur.lib.nccu.edu.tw/handle/140.119/121170-
dc.description.abstract (摘要) This paper proposes a novel framework for automatic dish discovery via word embeddings on restaurant reviews. We collect a dataset of user reviews from Yelp and parse the reviews to extract dish words. Then, we utilize the processed reviews as training texts to learn the embedding vectors of words via the skip-gram model. In the paper, a nearestneighbor like score function is proposed to rank the dishes based on their learned representations. We brief some analyses on the preliminary experiments and present a web-based visualization at http://clip.csie.org/yelp/.en_US
dc.format.extent 268407 bytes-
dc.format.mimetype application/pdf-
dc.relation (關聯) Poster Proceedings of ACM RecSys 2016, ACM
dc.subject (關鍵詞) dish discovery; word embeddings; dish-word extractionen_US
dc.title (題名) Dish Discovery via Word Embeddings on Restaurant Reviewsen_US
dc.type (資料類型) conference