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  • 标题:Using Brain Imaging to Gauge Difficulties in Processing Ambiguous Text by Non-native Speakers
  • 本地全文:下载
  • 作者:Imtiaz Hussain Khan
  • 期刊名称:International Journal of Advanced Computer Science and Applications(IJACSA)
  • 印刷版ISSN:2158-107X
  • 电子版ISSN:2156-5570
  • 出版年度:2019
  • 卷号:10
  • 期号:10
  • DOI:10.14569/IJACSA.2019.0101014
  • 出版社:Science and Information Society (SAI)
  • 摘要:Processing ambiguous text is an ever challenging problem for humans. In this study, we investigate how native-Arabic speakers face problems in processing their non-native English language text which involves ambiguity. As a case study, we focus on prepositional-phrase (PP) attachment ambiguity whereby a PP can be attached to the preceding noun (aka low attachment) or the preceding verb (aka high attachment). We setup an experiment in which human participants read text on a computer screen and their brain activity is monitored using near infrared spectroscopy. Participants read two types of text: one involving PP-attachment ambiguity and the other unambiguous text which is used as a control for comparison purposes. The brain activity data for ambiguous and control text are clustered using hierarchical-clustering technique available in Weka. The data reveal that Arabic speakers face more difficulty in processing ambiguous text as compared to unambiguous text.
  • 关键词:Prepositional-phrase attachment ambiguity; near-infrared spectroscopy; Arabic speakers; hierarchical clustering
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