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Explore FREDDY: Fast Word Embeddings in Database Systems 

BTW 2019 Günther, Michael; Thiele, Maik; Lehner, Wolfgang; Yanakiev, Zdravko
Word embeddings encode a lot of semantic as well as syntactic features and therefore are useful in many tasks especially in Natural Language Processing and Information Retrieval. FREDDY (Fast woRd EmbedDings Database sYstems), an extended PostgreSQL database system, allowing the user to analyze structured knowledge in ...

Fast Approximated Nearest Neighbor Joins For Relational Database Systems 

BTW 2019 Günther, Michael; Thiele, Maik; Lehner, Wolfgang
K nearest neighbor search (kNN-Search) is a universal data processing technique and a fundamental operation for word embeddings trained by word2vec or related approaches. The benefits of operations on dense vectors like word embeddings for analytical functionalities of RDBMSs motivate an integration of kNN-Joins. However, ...

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Author

Günther, Michael (2)Lehner, Wolfgang (2)
Thiele, Maik (2)
Yanakiev, Zdravko (1)

Subject

word embeddings (2)approximated nearest neighbor search (1)k nearest neighbor queries (1)product quantization (1)RDBMS (1)relational database (1)... View More

Date Issued

2019 (2)

Has File(s)

Yes (2)

About uns | FAQ | Help | Imprint | Datenschutz

Gesellschaft für Informatik e.V. (GI), Kontakt: Geschäftsstelle der GI
Diese Digital Library basiert auf DSpace.