Hamm, Andreas (2021) Combining word embeddings as a tool for subject identification. In: Wissensaustauschworkshop "Maschinelles Lernen VII". Wissensaustauschworkshop "Maschinelles Lernen VII", 2021-10-11 - 2021-10-13, Köln.
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Abstract
This talk shows ungoing work aiming at finding subject matter relations between text documents and word clouds. A number of increasingly successful semantic word embedding procedures - learning semantic relations from contextual distributions - have been developed in recent years. We are interested in using these embeddings for mapping documents to subjects without having to resort to supervised training of classifiers. In order to improve the quality of such a mapping it seems necessary to combine several embedding strategies. Some approaches in this direction are presented.
Item URL in elib: | https://elib.dlr.de/147623/ | ||||||||
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Document Type: | Conference or Workshop Item (Speech) | ||||||||
Title: | Combining word embeddings as a tool for subject identification | ||||||||
Authors: |
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Date: | 12 October 2021 | ||||||||
Journal or Publication Title: | Wissensaustauschworkshop "Maschinelles Lernen VII" | ||||||||
Refereed publication: | No | ||||||||
Open Access: | Yes | ||||||||
Gold Open Access: | No | ||||||||
In SCOPUS: | No | ||||||||
In ISI Web of Science: | No | ||||||||
Status: | Published | ||||||||
Keywords: | Text Mining, Information Extraction, Word Embeddings | ||||||||
Event Title: | Wissensaustauschworkshop "Maschinelles Lernen VII" | ||||||||
Event Location: | Köln | ||||||||
Event Type: | Workshop | ||||||||
Event Start Date: | 11 October 2021 | ||||||||
Event End Date: | 13 October 2021 | ||||||||
Organizer: | DLR | ||||||||
HGF - Research field: | other | ||||||||
HGF - Program: | other | ||||||||
HGF - Program Themes: | other | ||||||||
DLR - Research area: | no assignment | ||||||||
DLR - Program: | no assignment | ||||||||
DLR - Research theme (Project): | no assignment | ||||||||
Location: | Köln-Porz | ||||||||
Institutes and Institutions: | Institute of Software Technology > Intelligent and Distributed Systems Institute of Software Technology | ||||||||
Deposited By: | Hamm, Dr. Andreas | ||||||||
Deposited On: | 16 Dec 2021 08:04 | ||||||||
Last Modified: | 27 Feb 2025 15:04 |
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