Miller, Tristan ; Wolf, Elisabeth (2006):
Word Completion with Latent Semantic Analysis.
In: Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), pp. 1252-1255,
IEEE Press, ISBN 0-7695-2521-0,
DOI: 10.1109/ICPR.2006.1191,
[Conference or Workshop Item]
Abstract
Current word completion tools rely mostly on statistical or syntactic knowledge. Can using semantic knowledge improve the completion task? We propose a language-independent word completion algorithm which uses latent semantic analysis (LSA) to model the semantic context of the word being typed. We find that a system using this algorithm alone achieves keystroke savings of 56% and a hit rate of 42%. This represents improvements of 6.9% and 17%, respectively, over existing approaches.
| Item Type: | Conference or Workshop Item |
|---|---|
| Erschienen: | 2006 |
| Creators: | Miller, Tristan ; Wolf, Elisabeth |
| Title: | Word Completion with Latent Semantic Analysis |
| Language: | English |
| Abstract: | Current word completion tools rely mostly on statistical or syntactic knowledge. Can using semantic knowledge improve the completion task? We propose a language-independent word completion algorithm which uses latent semantic analysis (LSA) to model the semantic context of the word being typed. We find that a system using this algorithm alone achieves keystroke savings of 56% and a hit rate of 42%. This represents improvements of 6.9% and 17%, respectively, over existing approaches. |
| Book Title: | Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006) |
| Publisher: | IEEE Press |
| ISBN: | 0-7695-2521-0 |
| Divisions: | 20 Department of Computer Science 20 Department of Computer Science > Ubiquitous Knowledge Processing |
| Date Deposited: | 31 Dec 2016 14:29 |
| DOI: | 10.1109/ICPR.2006.1191 |
| URL / URN: | https://dx.doi.org/10.1109/ICPR.2006.1191 |
| Identification Number: | TUD-CS-2006-0391 |
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| Corresponding Links: | |
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