{"id":"https://openalex.org/W818397476","doi":null,"title":"Rules versus statistics in biconditional grammar learning: A simulation based on Shanks et al. (1997)","display_name":"Rules versus statistics in biconditional grammar learning: A simulation based on Shanks et al. (1997)","publication_year":2000,"publication_date":"2000-01-01","ids":{"openalex":"https://openalex.org/W818397476","mag":"818397476"},"language":"en","primary_location":{"id":"pmh:oai:escholarship.org:ark:/13030/qt8cj217zb","doi":null,"is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/8cj217zb","pdf_url":"https://escholarship.org/uc/item/8cj217zb","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the Annual Meeting of the Cognitive Science Society, vol 22, iss 22","raw_type":"article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://escholarship.org/uc/item/8cj217zb","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102739152","display_name":"Bert Timmermans","orcid":"https://orcid.org/0000-0002-0404-8912","observed_orcids":["https://orcid.org/0000-0002-0404-8912"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bert Timmermans","raw_affiliation_strings":["Psychology"],"raw_orcid":"https://orcid.org/0000-0002-0404-8912","affiliations":[{"raw_affiliation_string":"Psychology","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048309074","display_name":"Axel Cleeremans B","orcid":"https://orcid.org/0000-0002-9757-5235","observed_orcids":["https://orcid.org/0000-0002-9757-5235"]},"institutions":[{"id":"https://openalex.org/I132053463","display_name":"Universit\u00e9 Libre de Bruxelles","ror":"https://ror.org/01r9htc13","country_code":"BE","type":"education","lineage":["https://openalex.org/I132053463"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Axel Cleeremans","raw_affiliation_strings":["Universit\u00e9 libre de Bruxelles"],"raw_orcid":"https://orcid.org/0000-0002-9757-5235","affiliations":[{"raw_affiliation_string":"Universit\u00e9 libre de Bruxelles","institution_ids":["https://openalex.org/I132053463"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4846,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.88128398,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"22","first_page":"947","last_page":"952"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10730","display_name":"Language Development and Disorders","score":0.7651000022888184,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/T10730","display_name":"Language Development and Disorders","score":0.7651000022888184,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/T12694","display_name":"Categorization, perception, and language","score":0.10000000149011612,"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/T10034","display_name":"Syntax, Semantics, Linguistic Variation","score":0.02419999986886978,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-grammar-learning","display_name":"artificial grammar learning","score":0.7799999713897705},{"id":"https://openalex.org/keywords/implicit-learning","display_name":"implicit learning","score":0.902999997138977},{"id":"https://openalex.org/keywords/rule-based-learning","display_name":"rule-based learning","score":0.5849999785423279},{"id":"https://openalex.org/keywords/statistical-learning","display_name":"statistical learning","score":0.9290000200271606},{"id":"https://openalex.org/keywords/exemplar-based-learning","display_name":"exemplar-based learning","score":0.6700000166893005},{"id":"https://openalex.org/keywords/incidental-learning","display_name":"incidental learning","score":0.5139999985694885},{"id":"https://openalex.org/keywords/language-acquisition","display_name":"language acquisition","score":0.6430000066757202}],"concepts":[{"id":"https://openalex.org/C26022165","wikidata":"https://www.wikidata.org/wiki/Q8091","display_name":"Grammar","level":2,"score":0.6856648325920105},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5599088668823242},{"id":"https://openalex.org/C74672266","wikidata":"https://www.wikidata.org/wiki/Q815859","display_name":"Language acquisition","level":2,"score":0.5523821711540222},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5138792991638184},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.4983975887298584},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4841964542865753},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4520062804222107},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.42862385511398315},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.23715490102767944},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.2097213864326477},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":8,"locations":[{"id":"pmh:oai:escholarship.org:ark:/13030/qt8cj217zb","doi":null,"is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/8cj217zb","pdf_url":"https://escholarship.org/uc/item/8cj217zb","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the Annual Meeting of the Cognitive Science Society, vol 22, iss 22","raw_type":"article"},{"id":"pmh:qt8cj217zb","doi":null,"is_oa":true,"landing_page_url":"http://www.escholarship.org/uc/item/8cj217zb","pdf_url":"http://www.escholarship.org/uc/item/8cj217zb","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Timmermans, Bert; &amp; Cleeremans, Axel. (2000). Rules versus Statistic in Biconditional Grammar Learning: A Simulation on Shanks et al. (1997). Proceedings of the Cognitive Science Society, 22(22). Retrieved from: http://www.escholarship.org/uc/item/8cj217zb","raw_type":"article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.23.2636","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.23.2636","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.vub.ac.be/PESP/Publications/Timcle.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.36.3728","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.36.3728","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://srsc.ulb.ac.be/axcWWW/papers/pdf/00-Cogsci.pdf","raw_type":"text"},{"id":"pmh:oai:dipot.ulb.ac.be:2013/55217","doi":null,"is_oa":false,"landing_page_url":"https://dipot.ulb.ac.be/dspace/bitstream/2013/55217/4/0392296b-e0b0-4cfd-b62b-8db0792cddc7.txt","pdf_url":null,"source":{"id":"https://openalex.org/S4306401063","display_name":"D\u00e9p\u00f4t institutionnel de l'Universit\u00e9 libre de Bruxelles (Universit\u00e9 Libre de Bruxelles)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I132053463","host_organization_name":"Universit\u00e9 Libre de Bruxelles","host_organization_lineage":["https://openalex.org/I132053463"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"In: Proceedings of the Twenty-Second Annual Meeting of the Cognitive Science Society","raw_type":"info:eu-repo/semantics/conferencePaper"},{"id":"pmh:oai:escholarship.org/ark:/13030/qt8cj217zb","doi":null,"is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/8cj217zb","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the Annual Meeting of the Cognitive Science Society, vol 22, iss 22","raw_type":"article"},{"id":"pmh:oai:vubissmart:VUBISSMART:2000:18367","doi":null,"is_oa":false,"landing_page_url":"https://biblio.vub.ac.be/vubir/rules-versus-statistics-in-biconditional-grammar-learning-a-simulation-based-on-shanks-et-al-1997(040e5b01-eb59-4e69-8bf1-870ada0c7354).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306402573","display_name":"VUBIR (Vrije Universiteit Brussel)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I13469542","host_organization_name":"Vrije Universiteit Brussel","host_organization_lineage":["https://openalex.org/I13469542"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"mag:818397476","doi":null,"is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/8cj217zb.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:escholarship.org:ark:/13030/qt8cj217zb","doi":null,"is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/8cj217zb","pdf_url":"https://escholarship.org/uc/item/8cj217zb","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the Annual Meeting of the Cognitive Science Society, vol 22, iss 22","raw_type":"article"},"sustainable_development_goals":[{"score":0.5385000109672546,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W818397476.pdf","grobid_xml":"https://content.openalex.org/works/W818397476.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1548444061","https://openalex.org/W1605773274","https://openalex.org/W1979539191","https://openalex.org/W2006956639","https://openalex.org/W2030830933","https://openalex.org/W2034053450","https://openalex.org/W2040958401","https://openalex.org/W2049093093","https://openalex.org/W2076332735","https://openalex.org/W2083195749","https://openalex.org/W2089180859","https://openalex.org/W2098446666","https://openalex.org/W2110485445","https://openalex.org/W2111194592","https://openalex.org/W2148518807","https://openalex.org/W2495430166","https://openalex.org/W3036946786"],"related_works":["https://openalex.org/W6996427763","https://openalex.org/W1554158008","https://openalex.org/W7029791037","https://openalex.org/W7071031246","https://openalex.org/W2498449643","https://openalex.org/W2024067008","https://openalex.org/W7095603315","https://openalex.org/W4250094176","https://openalex.org/W1497333990","https://openalex.org/W2140710350"],"abstract_inverted_index":{"A":[0,15],"significant":[1],"part":[2],"of":[3,39,55,63,80,96,103,105],"everyday":[4],"learning":[5],"occurs":[6],"incidentally":[7],"a":[8,59,81],"process":[9],"typically":[10],"described":[11],"as":[12,24,67],"implicit":[13],"learning.":[14],"central":[16],"issue":[17],"in":[18,58,100],"this":[19,47],"and":[20,37,72,85],"germane":[21],"domains":[22],"such":[23,56],"language":[25],"acquisition":[26,36,95],"is":[27],"the":[28,35,52,94,101,106],"extent":[29],"to":[30,45],"which":[31],"performance":[32],"depends":[33],"on":[34],"deployment":[38],"abstract":[40],"rules.":[41],"In":[42],"an":[43],"attempt":[44],"address":[46],"question,":[48],"we":[49],"show":[50],"that":[51],"apparent":[53],"use":[54],"rules":[57],"simple":[60,82],"categorisation":[61],"task":[62],"artificial":[64],"grammar":[65],"strings,":[66],"reported":[68],"by":[69,78],"Shanks,":[70],"Johnstone,":[71],"Staggs":[73],"(1997),":[74],"can":[75],"be":[76,91],"simulated":[77],"means":[79],"recurrent":[83],"network,":[84],"may":[86],"thus":[87],"turn":[88],"out":[89],"not":[90],"incompatible":[92],"with":[93],"statistical":[97],"regularities":[98],"rooted":[99],"processing":[102],"exemplars":[104],"presented":[107],"material.":[108]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2016-06-24T00:00:00"}
