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Word embeddings [electronic resource] reliability & semantic change
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| 자료유형 | 단행본 |
|---|---|
| 서명/저자사항 | Word embeddings : reliability & semantic change/ Johannes Hellrich. [electronic resource]. |
| 개인저자 | Hellrich, Johannes,author. |
| 발행사항 | Berlin: Akademische Verlagsgesellschaft AKA GmbH ;. Amsterdam, the Netherlands: IOS Press, [2019]. |
| 형태사항 | 1 online resource. |
| 총서사항 | Dissertations in artificial intelligence;DISKI 347 |
| ISBN | 9781614999959 1614999953 |
| 서지주기 | Includes bibliographical references. |
| 요약 | Word embeddings are a form of distributional semantics increasingly popular for investigating lexical semantic change. However, typical training algorithms are probabilistic, limiting their reliability and the reproducibility of studies. Johannes Hellrich investigated this problem both empirically and theoretically and found some variants of SVD-based algorithms to be unaffected. Furthermore, he created the JeSemE website to make word embedding based diachronic research more accessible. It provides information on changes in word denotation and emotional connotation in five diachronic corpora. Finally, the author conducted two case studies on the applicability of these methods by investigating the historical understanding of electricity as well as words connected to Romanticism. They showed the high potential of distributional semantics for further applications in the digital humanities. |
| 일반주제명 | Natural language processing (Computer science) Artificial intelligence. |
| 언어 | 영어 |
| 바로가기 |  |
