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研究生: 蔡世真
Tsai, Shih-Chen
論文名稱: 階層式主題與餐廳屬性之探討
A Research on Restaurant Attributes with Hierarchical Topic Model
指導教授: 王惠嘉
Wang, Hei-Chia
學位類別: 碩士
Master
系所名稱: 管理學院 - 工業與資訊管理學系碩士在職專班
Department of Industrial and Information Management (on the job class)
論文出版年: 2022
畢業學年度: 110
語文別: 中文
論文頁數: 52
中文關鍵詞: 線上評論餐廳屬性階層式主題模型hLDA情緒分析Google Maps
外文關鍵詞: online reviews, restaurant attributes, hierarchical topic models, hLDA, sentiment analysis, google Maps
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  • 第1章 緒論 1 1.1 研究背景與動機 2 1.2 研究目的 7 1.3 研究範圍與限制 7 1.4 研究流程 8 1.5 論文架構 10 第2章 文獻探討 11 2.1 餐廳線上評論 11 2.2 餐廳屬性 12 2.3 Word2vec 15 2.4 階層式主題模型 16 2.4.1 Chinese Restaurant Process (CRP) 17 2.4.2 Nested Chinese Restaurant Process (nCRP) 18 2.4.3 Hierarchical Latent Dirichlet Allocation (hLDA) 19 2.5 情緒分析 23 2.6 小結 24 第3章 研究方法 25 3.1 研究架構 25 3.2 資料處理模組 26 3.2.1 資料收集 26 3.2.2 資料前處理 29 3.2.3 文本擴展 30 3.3 階層式主題模組 31 3.4 情緒分析模組 32 3.5 資訊視覺化模組 33 3.6 小結 33 第4章 系統建置與驗證 34 4.1 系統建置環境 34 4.2 實驗方法 34 4.2.1 資料來源與處理 35 4.3 實驗結果 36 4.3.1 實驗一:餐廳主題階層式分群,比對文本擴展前後結果 36 4.3.2 實驗二:消費者評論之情緒極性判定 40 4.3.3 實驗三:階層式主題詞之分類 42 第5章 結論與未來方向 45 5.1 研究成果 45 5.2 未來研究方向 46 參考文獻 47

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