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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
1

Automatic linking of Wikipedia entities from general text via an ontology-based context model / CUHK electronic theses & dissertations collection

January 2014 (has links)
Entity linking (EL) is the task to disambiguate entity names from text by linking them to a specific entity in a knowledge base (KB). While more and more features are exploited to help the task, document context, as the most important hint, is currently handled using traditional Bag-of-Words methods. These traditional methods have limitations in handling ambiguity and logical relationship of vocabulary terms. / We propose a new context model for EL that makes use of ontology structure to handle ambiguity and logical relationship of document context. We also decompose the semantic meaning of entities and use a different ontology for each semantic dimension. This model benefits from: 1) sensitivity to ambiguous terms; 2) sub-concept relationship captured by the ontology structure and; 3) precise representation of semantic information by the multiple dimension design. The new model yields significantly better performance over existing methods from the experiments. / 實體鏈接是為文本中的本體名稱鏈接一個在知識庫內的實體,以消除歧義。雖然有越來越多的特徵項被提出及採用,當中最重要的上下文資訊卻一直透過經典的詞語包方法來運用。這頖經典方法在處理歧義和詞彙的邏輯關係方面存在一定限制。 / 為此我們提出一個新的用於實體鏈接的上下文模型。它運用本體結構來處理上下文中的歧義和邏輯關係,更把實體的語意分拆,並使用不同的本體來分別處理不同語意方向。此模型的優勢來自以下幾點︰一、對帶歧義詞項的感受性;二、通過本體結構妥善利用子概念關係;三、被分拆在不同語意方向讓語意可得到更精確的處理。實驗證實,使用此模型取代現有方法能顯著地提升實體鏈接表現。 / Chung, On Yip. / Thesis M.Phil. Chinese University of Hong Kong 2014. / Includes bibliographical references (leaves 77-79). / Abstracts also in Chinese. / Title from PDF title page (viewed on 18, October, 2016). / Detailed summary in vernacular field only. / Detailed summary in vernacular field only.

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