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{ "pk": 28044, "title": "The Effects of Background Noise on Native and Non-native Spoken-wordRecognition: A Computational Modelling Approach", "subtitle": null, "abstract": "How does the presence of background noise affect thecognitive processes underlying spoken-word recognition? Andhow do these effects differ in native and non-native languagelisteners? We addressed these questions using artificial neural-network modelling. We trained a deep auto-encoderarchitecture on binary phonological and semanticrepresentations of 121 English and Dutch translationequivalents. We also varied exposure to the two languages togenerate ‘native English’ and ‘non-native English’ trainednetworks. These networks captured key effects in theperformance (accuracy rates and the number of erroneousresponses per word stimulus) of English and Dutch listeners inan offline English spoken-word identification experiment(Scharenborg et al., 2017), which considered clean and noisylistening conditions and three intensities of speech-shapednoise, applied word-initially or word-finally. Our simulationssuggested that the effects of noise on native and non-nativelistening are comparable and can be accounted for within thesame cognitive architecture for spoken-word recognition.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "spoken-word recognition; non-native listening;noise; computational modelling; deep neural networks" } ], "section": "Publication-based-Talks", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/51v4f4r5", "frozenauthors": [ { "first_name": "Themis", "middle_name": "", "last_name": "Karaminis", "name_suffix": "", "institution": "Edge Hill University", "department": "" }, { "first_name": "Odette", "middle_name": "", "last_name": "Scharenborg", "name_suffix": "", "institution": "Radboud University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2018-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28044/galley/17683/download/" } ] }