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研究生: 王櫻蒨
Ying-Chien Wang
論文名稱: 從線上評論發掘遊客關注度與情感分析 –以觀光工廠為例
What Tourist Attention and Real Feelings for Tourists of Tourism Factories? By Using Online Reviews and Sentiment Analysis
指導教授: 林孟彥
Meng-Yen Lin
口試委員: 蔡瑤昇
Yao-Sheng Tsai
呂文琴
Wen-Chin Lu
葉穎蓉
Ying-Jung Yeh
林孟彥
Meng-Yen Lin
學位類別: 碩士
Master
系所名稱: 管理學院 - 企業管理系
Department of Business Administration
論文出版年: 2019
畢業學年度: 107
語文別: 中文
論文頁數: 30
中文關鍵詞: 觀光工廠詞頻分析情感分析目的地意象大數據分析
外文關鍵詞: Tourism Factory, Word Frequency Analysis, Sentiment Analysis, Destination Image, Big Data Analysis
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  • 網際網路的興盛,使電子口碑成為影響消費者決策的重要原因。隨著觀光旅遊業的快速發展,遊客愈來愈在意旅遊品質,使其對無偏誤的旅遊資訊需求提高。而觀光工廠是台灣近年興起的旅遊景點,因此本研究針對觀光工廠的線上評論進行分析。
    本研究運用大數據分析技術,先透過詞頻分析,建構目的地意象詞彙分群表,歸納出遊客的關注面向。再分別對各目的地意象下的文字評論進行情感分析,本研究將針對較負面情緒的意象進行評論回顧以揭示遊客失望之因。研究結果顯示,遊客的負面情緒主因為CP值低的感知,且遊客的情緒感受與滿意度呈正相關。故建議業者,應掌握遊客的需求,如:效益與收費的考量取捨或於停車場明顯處設置收費告示牌。最後,據本研究結果建議業者應在掌握遊客需求下,以改善及加強核心的經營重點之參考,並對後續相關學術研究者做參考之建議。


    The growth of the Internet has led to a vast increase in online user reviews of business and a variety of different purchases, making electronic word of mouth (eWOM) an important factor in consumer decisions. As people start to focus more on the quality of the tourist experiences, the demand for unbiased travel information has increased particularly for the tourism industry. Recently, many local factories are becoming tourist destinations in Taiwan. For this reason, we chose tourism factories as our subject of study.
    We first extracted the key dimensions by obtaining the relevant data of the tourism factories from Google Map combined with word frequency analysis and clusters of terms based on destination image. Then we applied sentiment analysis to analyze tourists’ online reviews corresponding to each destination image. We chose relatively negative categories for post-hoc analysis to reveal why tourists felt unpleasant. Furthermore, we used boxplot to examine the relationship between the tourists’ feeling and satisfaction. The findings provide useful insights for practice and future research in management.

    摘要 I Abstract II 謝誌 III 目錄 IV 圖目錄 V 表目錄 V 第一章 緒論 1 第二章 文獻回顧 2 第一節 觀光旅遊業與觀光工廠 2 第二節 觀光旅遊業的線上評論與關注面向 3 第三節 目的地意象 4 第四節 情緒與滿意度 4 第三章 研究方法 5 第一節 資料收集和文字處理 5 第二節 詞頻分析與關聯分析 6 第三節 情感分析 6 第四章 研究結果 7 第一節 各家觀光工廠線上評論的關注面向 7 第二節 目的地意象的關注面向 8 第三節 目的地意象情感分析結果 11 第四節 遊客情緒感受與滿意度之關聯性 13 第五章 結論與建議 15 第一節 結論 15 第二節 貢獻 15 第三節 研究限制與建議 16 參考文獻 16 附錄一 Google Map爬蟲之程式碼 21 附錄二 文字探勘分析之程式碼 22 附錄三 觀光工廠認證名單 23 附錄四 各家觀光工廠的線上評論前十大詞彙 24

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