{"id":"https://openalex.org/W2400501658","doi":"https://doi.org/10.21437/interspeech.2007-525","title":"Formal modelling of L1 and L2 perceptual learning: computational linguistics versus machine learning","display_name":"Formal modelling of L1 and L2 perceptual learning: computational linguistics versus machine learning","publication_year":2007,"publication_date":"2007-08-27","ids":{"openalex":"https://openalex.org/W2400501658","doi":"https://doi.org/10.21437/interspeech.2007-525","mag":"2400501658"},"language":"en","primary_location":{"id":"doi:10.21437/interspeech.2007-525","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2007-525","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2007","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dare.uva.nl/personal/pure/en/publications/formal-modelling-of-l1-and-l2-perceptual-learning-computational-linguistics-versus-machine-learning(2d8f535a-4880-453e-aa15-c8c1f9983c5f).html","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025374032","display_name":"Paola Escudero","orcid":"https://orcid.org/0000-0002-8071-7663"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Paola Escudero","raw_affiliation_strings":["Institute of Phonetic Sciences, University of Amsterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Phonetic Sciences, University of Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082684035","display_name":"Jelle Kastelein","orcid":null},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jelle Kastelein","raw_affiliation_strings":["Department of Mathematics and Informatics, University of Amsterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Informatics, University of Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060168460","display_name":"Klara Weiand","orcid":null},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Klara Weiand","raw_affiliation_strings":["Department of Mathematics and Informatics, University of Amsterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Informatics, University of Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043585751","display_name":"R.J.J.H. van Son","orcid":"https://orcid.org/0000-0001-6321-7635"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"R. J. J. H. van Son","raw_affiliation_strings":["Institute of Phonetic Sciences, University of Amsterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Phonetic Sciences, University of Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5025374032"],"corresponding_institution_ids":["https://openalex.org/I887064364"],"apc_list":null,"apc_paid":null,"fwci":1.028,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.79604743,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1889","last_page":"1892"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10403","display_name":"Phonetics and Phonology Research","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10403","display_name":"Phonetics and Phonology Research","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.6503692269325256},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6466779112815857},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6415148973464966},{"id":"https://openalex.org/keywords/computational-linguistics","display_name":"Computational linguistics","score":0.6350252628326416},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5914745926856995},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5189406871795654},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4745389223098755},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.44233348965644836},{"id":"https://openalex.org/keywords/first-language","display_name":"First language","score":0.43768197298049927},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.42645174264907837},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3931308388710022},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.35789382457733154},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.34947484731674194},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24095839262008667},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2177146077156067},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1281464695930481}],"concepts":[{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.6503692269325256},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6466779112815857},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6415148973464966},{"id":"https://openalex.org/C155092808","wikidata":"https://www.wikidata.org/wiki/Q182557","display_name":"Computational linguistics","level":2,"score":0.6350252628326416},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5914745926856995},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5189406871795654},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4745389223098755},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.44233348965644836},{"id":"https://openalex.org/C171041071","wikidata":"https://www.wikidata.org/wiki/Q36870","display_name":"First language","level":2,"score":0.43768197298049927},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.42645174264907837},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3931308388710022},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.35789382457733154},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.34947484731674194},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24095839262008667},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2177146077156067},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1281464695930481},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.21437/interspeech.2007-525","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2007-525","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2007","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.218.3601","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.218.3601","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"http://www.fon.hum.uva.nl/paola/Interspeech2007_Publishedversion.pdf","raw_type":"text"},{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/2d8f535a-4880-453e-aa15-c8c1f9983c5f","is_oa":true,"landing_page_url":null,"pdf_url":"https://dare.uva.nl/personal/pure/en/publications/formal-modelling-of-l1-and-l2-perceptual-learning-computational-linguistics-versus-machine-learning(2d8f535a-4880-453e-aa15-c8c1f9983c5f).html","source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/2d8f535a-4880-453e-aa15-c8c1f9983c5f","is_oa":true,"landing_page_url":"https://dare.uva.nl/personal/pure/en/publications/formal-modelling-of-l1-and-l2-perceptual-learning-computational-linguistics-versus-machine-learning(2d8f535a-4880-453e-aa15-c8c1f9983c5f).html","pdf_url":"https://dare.uva.nl/personal/pure/en/publications/formal-modelling-of-l1-and-l2-perceptual-learning-computational-linguistics-versus-machine-learning(2d8f535a-4880-453e-aa15-c8c1f9983c5f).html","source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Escudero, P, Kastelein, J, Weiand, K A & van Son, R J J H 2007, 'Formal modelling of L1 and L2 perceptual learning: Computational linguistics versus machine learning', Interspeech, vol. 8, pp. 1008-1011. < https://www.isca-speech.org/archive/interspeech_2007/i07_1889.html >","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.418.9359","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.418.9359","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.fon.hum.uva.nl/rob/Publications/p1008I07_EscuderoEtAl2007.pdf","raw_type":"text"},{"id":"pmh:oai:dare.uva.nl:publications/2d8f535a-4880-453e-aa15-c8c1f9983c5f","is_oa":false,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/formal-modelling-of-l1-and-l2-perceptual-learning-computational-linguistics-versus-machine-learning(2d8f535a-4880-453e-aa15-c8c1f9983c5f).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Escudero, P, Kastelein, J, Weiand, K A & van Son, R J J H 2007, 'Formal modelling of L1 and L2 perceptual learning: Computational linguistics versus machine learning', Interspeech, vol. 8, pp. 1008-1011. < https://www.isca-speech.org/archive/interspeech_2007/i07_1889.html >","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/2d8f535a-4880-453e-aa15-c8c1f9983c5f","is_oa":true,"landing_page_url":null,"pdf_url":"https://dare.uva.nl/personal/pure/en/publications/formal-modelling-of-l1-and-l2-perceptual-learning-computational-linguistics-versus-machine-learning(2d8f535a-4880-453e-aa15-c8c1f9983c5f).html","source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},"sustainable_development_goals":[{"score":0.8700000047683716,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2400501658.pdf"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W598767079","https://openalex.org/W1562911371","https://openalex.org/W1564039035","https://openalex.org/W1898626314","https://openalex.org/W2069877466","https://openalex.org/W2097609022","https://openalex.org/W2163132431","https://openalex.org/W3216401400","https://openalex.org/W4232879988"],"related_works":["https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W2382615723","https://openalex.org/W4311804456","https://openalex.org/W1987484445","https://openalex.org/W2623658258","https://openalex.org/W2143413548","https://openalex.org/W1969219540","https://openalex.org/W2370459448","https://openalex.org/W2105067402"],"abstract_inverted_index":{"Abstract":[0],"\u2217":[1],"In":[2],"this":[3],"paper,":[4],"we":[5],"evaluate":[6],"the":[7,40,46,68,76,105,128,133],"adequacy":[8],"of":[9,53,56,67,75,104],"two":[10],"widely":[11],"used":[12],"machine":[13],"learning":[14],"algorithms":[15,111],"and":[16,36,39,127,139],"a":[17,120],"computational":[18],"linguistic":[19,134],"proposal":[20],"to":[21,51,61,95,114,119],"model":[22,115],"L2":[23,81,100,140],"perceptual":[24,92],"development.":[25],"The":[26,72,102],"three":[27,47,110],"proposals":[28],"are,":[29],"in":[30],"order,":[31],"Nearest":[32],"Neighbor,":[33],"Naive":[34],"Bayesian":[35],"Stochastic":[37,125],"OT":[38,126],"Gradual":[41,129],"Learning":[42,130],"Algorithm.":[43],"We":[44],"compared":[45],"models":[48],"\u2019":[49,117],"outputs":[50],"those":[52],"Spanish":[54],"learners":[55,78,82],"Dutch":[57,70],"who":[58],"were":[59],"asked":[60],"categorize":[62],"synthetic":[63],"stimuli":[64],"as":[65],"one":[66],"12":[69],"vowels.":[71],"empirical":[73],"results":[74,103],"human":[77],"show":[79,107],"that":[80,90,108,124],"differ":[83],"significantly":[84],"from":[85],"native":[86],"listeners,":[87],"but":[88,123],"also":[89],"their":[91],"spaces":[93],"tend":[94],"become":[96],"more":[97],"native-like":[98],"with":[99],"proficiency.":[101],"simulations":[106],"all":[109],"are":[112],"able":[113],"listeners":[116],"data":[118],"certain":[121],"extent":[122],"Algorithm,":[131],"i.e.":[132],"model,":[135],"best":[136],"reproduces":[137],"L1":[138],"data.":[141],"1.":[142]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}