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Titlebook: Automatic Disambiguation of Author Names in Bibliographic Repositories; Anderson A. Ferreira,Marcos André Gonçalves,Albert Book 2020 Sprin

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期刊全称Automatic Disambiguation of Author Names in Bibliographic Repositories
影响因子2023Anderson A. Ferreira,Marcos André Gonçalves,Albert
视频video
学科分类Synthesis Lectures on Information Concepts, Retrieval, and Services
图书封面Titlebook: Automatic Disambiguation of Author Names in Bibliographic Repositories;  Anderson A. Ferreira,Marcos André Gonçalves,Albert Book 2020 Sprin
影响因子This book deals with a hard problem that is inherent to human language: ambiguity. In particular, we focus on author name ambiguity, a type of ambiguity that exists in digital bibliographic repositories, which occurs when an author publishes works under distinct names or distinct authors publish works under similar names. This problem may be caused by a number of reasons, including the lack of standards and common practices, and the decentralized generation of bibliographic content. As a consequence, the quality of the main services of digital bibliographic repositories such as search, browsing, and recommendation may be severely affected by author name ambiguity. The focal point of the book is on automatic methods, since manual solutions do not scale to the size of the current repositories or the speed in which they are updated. Accordingly, we provide an ample view on the problem of automatic disambiguation of author names, summarizing the results of more than a decade of research onthis topic conducted by our group, which were reported in more than a dozen publications that received over 900 citations so far, according to Google Scholar. We start by discussing its motivational i
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The Author Name Disambiguation Task -Foundations,f the main steps involved in this task. Then, we present some of the evaluation metrics most used in the literature and briefly describe how they are applied to assess the performance of existing author name disambiguation methods.
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Taxonomy, problem. To better understand the approaches followed by such methods, in this chapter we present a taxonomy that we have introduced to classify them according to the type of approach they adopt and the evidence they explore in the disambiguation task [Ferreira et al., 2012b].
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