Web Forum Retrieval and Text Analytics: A Survey (Foundations and Trends(r) in Information Retrieval)
暫譯: 網路論壇檢索與文本分析:調查(資訊檢索的基礎與趨勢)
Doris Hoogeveen, Li Wang, Timothy Baldwin
- 出版商: Now Publishers Inc
- 出版日期: 2018-01-03
- 售價: $3,650
- 貴賓價: 9.5 折 $3,468
- 語言: 英文
- 頁數: 176
- 裝訂: Paperback
- ISBN: 1680833502
- ISBN-13: 9781680833508
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商品描述
Web Forum Retrieval and Text Analytics: A Survey presents an overview of information retrieval, natural language processing and machine learning research that makes use of forum data, including both discussion forums and community question-answering (cQA) archives. The focus is on automated analysis, with the goal of providing the reader with a better understanding of the data and its users. It discusses the different strategies used for both retrieval tasks (post retrieval, question retrieval, and answer retrieval) and classification tasks (post type classification, question classification, post quality assessment, subjectivity, and viewpoint classification) at the post level, as well as at the thread level (thread retrieval, solvedness and task orientation, discourse structure recovery and dialogue act tagging, QA-pair extraction, and thread summarisation). It also reviews work on forum users, including user satisfaction, expert finding, question recommendation and routing, and community analysis.
Web Forum Retrieval and Text Analytics: A Survey includes a brief history of forums, an overview of the different kinds of forums, a summary of publicly available datasets for forum research, and a short discussion on the evaluation of retrieval tasks using forum data. Covering 450 papers, it provides the reader with a broad overview of the different kinds of forum research, a summary of the methods that have been applied, some insights into successful strategies, and potential areas for future research.
商品描述(中文翻譯)
《網路論壇檢索與文本分析:調查》提供了利用論壇數據(包括討論論壇和社群問答(cQA)檔案)的資訊檢索、自然語言處理和機器學習研究的概述。重點在於自動化分析,旨在幫助讀者更好地理解數據及其使用者。它討論了用於檢索任務(帖子檢索、問題檢索和答案檢索)和分類任務(帖子類型分類、問題分類、帖子質量評估、主觀性和觀點分類)的不同策略,這些策略適用於帖子層級以及主題層級(主題檢索、解決狀態和任務導向、話語結構恢復和對話行為標記、QA對提取和主題摘要)。它還回顧了有關論壇使用者的研究,包括使用者滿意度、專家尋找、問題推薦和路由,以及社群分析。
《網路論壇檢索與文本分析:調查》包括論壇的簡要歷史、不同類型論壇的概述、可用於論壇研究的公共數據集摘要,以及使用論壇數據評估檢索任務的簡短討論。涵蓋450篇論文,為讀者提供了不同類型論壇研究的廣泛概述、已應用方法的摘要、成功策略的一些見解,以及未來研究的潛在領域。