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このアイテムの引用には次の識別子を使用してください:
http://hdl.handle.net/10119/15254
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タイトル: | Leveraging mutual exclusivity for faster cross-situational word learning: A theoretical analysis |
著者: | Hidaka, Shohei Torii, Takuma Kachergis, George |
キーワード: | Word learning Cross-situational learning models Mutual exclusivity Language acquisition |
発行日: | 2017-07 |
出版者: | Cognitive Science Society |
誌名: | Proceedings of the 39th Annual Meeting of the Cognitive Science Society (Cogsci2017) |
開始ページ: | 2205 |
終了ページ: | 2210 |
抄録: | Past mechanistic accounts of children’s word learning claim that a simple type of cross-situational learning is powerful enough to match observed rates of learning, even in quite ambiguous situations. However, a limitation in some of these analyses is their reliance on an unrealistic assumption that the learner only hears a word insituations containing the intended referent. This study analyzed a more general type of cross-situational learning based on the relative frequency of word-object pairs, and found it to be slower than the simple mechanism analyzed in prior work. We then analytically explored whether relative-frequency learning can be improved by incorporating the mutual exclusivity (ME) principle-an assumption that words map to objects 1-to-1. Our analyses show that with a certain type of correlation in word-to-word relationship, ME makes relative frequency learning as efficient as fast-mapping, which can learn a word in one exposure. |
Rights: | Copyright (C) 2017 Authors. Shohei Hidaka, Takuma Torii, George Kachergis, Proceedings of the 39th Annual Meeting of the Cognitive Science Society (Cogsci2017), 2017, 2205-2210. |
URI: | http://hdl.handle.net/10119/15254 |
資料タイプ: | publisher |
出現コレクション: | a11-1. 会議発表論文 (Conference Papers)
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ファイル |
記述 |
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23461.pdf | | 448Kb | Adobe PDF | 見る/開く |
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