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Titlebook: Automated Taxonomy Discovery and Exploration; Jiaming Shen,Jiawei Han Book 2022 The Editor(s) (if applicable) and The Author(s), under exc

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2151-0067 various domains. When properly analyzed, these taxonomies can play a vital role for science, engineering, business intelligence, policy design, e-commerce, and more. Intuitive examples are used throughout enab978-3-031-11407-6978-3-031-11405-2Series ISSN 2151-0067 Series E-ISSN 2151-0075
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Taxonomy Construction,apter, we first discuss various types of taxonomy construction approaches and then present an iterative hierarchical expansion framework. This framework effectively leverages user-input guidances to construct a task-specific concept taxonomy. After that, we discuss the experiment findings and conclu
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Taxonomy-Guided Classification,ine product recommendation, literature semantic indexing, etc. One important step towards those taxonomy-enhanced applications is to associate the text unit (either an entire document or an in-context text span) with a set of classes in the corresponding taxonomy. In this chapter, we discuss such a
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