{"id":"https://openalex.org/W3127272633","doi":"https://doi.org/10.1145/3441417.3441433","title":"Safety Risk Assessment for Children's Products Based on Reinforcement Learning","display_name":"Safety Risk Assessment for Children's Products Based on Reinforcement Learning","publication_year":2020,"publication_date":"2020-10-09","ids":{"openalex":"https://openalex.org/W3127272633","doi":"https://doi.org/10.1145/3441417.3441433","mag":"3127272633"},"language":"en","primary_location":{"id":"doi:10.1145/3441417.3441433","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3441417.3441433","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 The 4th International Conference on Advances in Artificial Intelligence","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100778439","display_name":"Xia Liu","orcid":"https://orcid.org/0000-0001-7190-5032"},"institutions":[{"id":"https://openalex.org/I4210146077","display_name":"China National Institute of Standardization","ror":"https://ror.org/03qzxj964","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210146077"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xia Liu","raw_affiliation_strings":["China National Institute of standardization, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China National Institute of standardization, China","institution_ids":["https://openalex.org/I4210146077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035752099","display_name":"Shihong Duan","orcid":"https://orcid.org/0000-0001-8162-4269"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shihong Duan","raw_affiliation_strings":["University of Science and Technology Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020713025","display_name":"Fei Pei","orcid":"https://orcid.org/0000-0002-0842-9245"},"institutions":[{"id":"https://openalex.org/I4210146077","display_name":"China National Institute of Standardization","ror":"https://ror.org/03qzxj964","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210146077"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Pei","raw_affiliation_strings":["China National Institute of standardization, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China National Institute of standardization, China","institution_ids":["https://openalex.org/I4210146077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101769269","display_name":"Qianwen Chen","orcid":"https://orcid.org/0000-0001-7697-8919"},"institutions":[{"id":"https://openalex.org/I4210146077","display_name":"China National Institute of Standardization","ror":"https://ror.org/03qzxj964","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210146077"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianwen Chen","raw_affiliation_strings":["China National Institute of standardization, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China National Institute of standardization, China","institution_ids":["https://openalex.org/I4210146077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064392038","display_name":"Bisong Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210146077","display_name":"China National Institute of Standardization","ror":"https://ror.org/03qzxj964","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210146077"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bisong Liu","raw_affiliation_strings":["China National Institute of standardization, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China National Institute of standardization, China","institution_ids":["https://openalex.org/I4210146077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048394003","display_name":"Feng Qiao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210146077","display_name":"China National Institute of Standardization","ror":"https://ror.org/03qzxj964","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210146077"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Qiao","raw_affiliation_strings":["China National Institute of standardization, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China National Institute of standardization, China","institution_ids":["https://openalex.org/I4210146077"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"35","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.40290001034736633,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.40290001034736633,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.6076561212539673},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6004483103752136},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.589533805847168},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5848251581192017},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.573188066482544},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5503513216972351},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.542529821395874},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.49480074644088745},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.4242284297943115},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.420406699180603},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4166160821914673},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24468839168548584},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16637441515922546},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.09261459112167358},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.09008774161338806}],"concepts":[{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.6076561212539673},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6004483103752136},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.589533805847168},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5848251581192017},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.573188066482544},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5503513216972351},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.542529821395874},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.49480074644088745},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.4242284297943115},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.420406699180603},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4166160821914673},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24468839168548584},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16637441515922546},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.09261459112167358},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.09008774161338806},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3441417.3441433","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3441417.3441433","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 The 4th International Conference on Advances in Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W2511279186","https://openalex.org/W2963058055"],"related_works":["https://openalex.org/W2920061524","https://openalex.org/W4310083477","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856","https://openalex.org/W1987513656","https://openalex.org/W2072376847","https://openalex.org/W2089013912","https://openalex.org/W2145821588"],"abstract_inverted_index":{"The":[0],"prediction":[1],"accuracy":[2,43,99],"rate":[3,29,44],"of":[4,7,30,34,45,48,55,67,72,87,100,120],"the":[5,12,26,31,35,41,53,56,68,84,88,97,101,111,117,121,128],"types":[6],"multi-factor":[8],"associated":[9],"injuries":[10,58],"in":[11,24,52],"risk":[13,49,73,89],"assessment":[14,90],"model":[15,37,91,122],"has":[16,104,115],"been":[17,105],"tested":[18],"with":[19,133],"122":[20],"test":[21,85,98],"data,":[22],"resulting":[23],"that":[25,66,83,110],"correct":[27],"recognition":[28],"injury":[32],"consequences":[33],"adjusted":[36],"was":[38,77],"about":[39],"75%,":[40,80],"identification":[42],"two":[46],"kinds":[47],"factor-related":[50,74],"events":[51,76],"categories":[54,71],"mechanical":[57],"and":[59,65,127],"inorganic":[60],"poison":[61],"hazards":[62],"reached":[63],"78%,":[64],"other":[69],"eight":[70],"hazard":[75],"higher":[78],"than":[79],"which":[81],"confirms":[82],"results":[86],"are":[92],"satisfying.":[93],"After":[94],"reinforcement":[95,112,134],"learning,":[96],"strong":[102],"classifier":[103],"improved":[106],"to":[107],"81%,":[108],"indicating":[109],"learning":[113,135],"module":[114],"increased":[116],"generalization":[118],"ability":[119],"at":[123],"a":[124],"certain":[125],"extent,":[126],"Bayesian":[129],"network":[130],"method":[131],"combined":[132],"may":[136],"have":[137],"stronger":[138],"applicability.":[139]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}