{"id":"https://openalex.org/W4385730409","doi":"https://doi.org/10.1109/jcsse58229.2023.10202147","title":"Recognizing Fall Risk Factors with Convolutional Neural Network","display_name":"Recognizing Fall Risk Factors with Convolutional Neural Network","publication_year":2023,"publication_date":"2023-06-28","ids":{"openalex":"https://openalex.org/W4385730409","doi":"https://doi.org/10.1109/jcsse58229.2023.10202147"},"language":"en","primary_location":{"id":"doi:10.1109/jcsse58229.2023.10202147","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/jcsse58229.2023.10202147","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 20th International Joint Conference on Computer Science and Software Engineering (JCSSE)","raw_type":"proceedings-article"},"type":"article","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/A5044037144","display_name":"Sittichai Sukreep","orcid":null},"institutions":[{"id":"https://openalex.org/I39470171","display_name":"Ontario Tech University","ror":"https://ror.org/016zre027","country_code":"CA","type":"education","lineage":["https://openalex.org/I39470171"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sittichai Sukreep","raw_affiliation_strings":["Ontario Tech University,Faculty of Engineering and Applied Science,Ontario,Canada,L1 G0C5"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ontario Tech University,Faculty of Engineering and Applied Science,Ontario,Canada,L1 G0C5","institution_ids":["https://openalex.org/I39470171"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017748695","display_name":"Piyapat Dajpratham","orcid":"https://orcid.org/0000-0002-6067-0319"},"institutions":[{"id":"https://openalex.org/I1332387789","display_name":"Siriraj Hospital","ror":"https://ror.org/0331zs648","country_code":"TH","type":"healthcare","lineage":["https://openalex.org/I1332387789"]},{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Piyapat Dajpratham","raw_affiliation_strings":["Mahidol University,Faculty of Medicine Siriraj Hospital,Bangkok,Thailand","Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mahidol University,Faculty of Medicine Siriraj Hospital,Bangkok,Thailand","institution_ids":["https://openalex.org/I1332387789","https://openalex.org/I25399158"]},{"raw_affiliation_string":"Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand","institution_ids":["https://openalex.org/I1332387789","https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086642517","display_name":"Chakarida Nukoolkit","orcid":null},"institutions":[{"id":"https://openalex.org/I60837268","display_name":"King Mongkut's University of Technology Thonburi","ror":"https://ror.org/0057ax056","country_code":"TH","type":"education","lineage":["https://openalex.org/I60837268"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Chakarida Nukoolkit","raw_affiliation_strings":["School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand","institution_ids":["https://openalex.org/I60837268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049376319","display_name":"Siam Yamsaengsung","orcid":null},"institutions":[{"id":"https://openalex.org/I60837268","display_name":"King Mongkut's University of Technology Thonburi","ror":"https://ror.org/0057ax056","country_code":"TH","type":"education","lineage":["https://openalex.org/I60837268"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Siam Yamsaengsung","raw_affiliation_strings":["School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand","institution_ids":["https://openalex.org/I60837268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069075031","display_name":"Thanapong Khajontantichaikun","orcid":null},"institutions":[{"id":"https://openalex.org/I60837268","display_name":"King Mongkut's University of Technology Thonburi","ror":"https://ror.org/0057ax056","country_code":"TH","type":"education","lineage":["https://openalex.org/I60837268"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Thanapong Khajontantichaikun","raw_affiliation_strings":["School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand","institution_ids":["https://openalex.org/I60837268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014208333","display_name":"Pornchai Mongkolnam","orcid":"https://orcid.org/0000-0001-6069-1315"},"institutions":[{"id":"https://openalex.org/I60837268","display_name":"King Mongkut's University of Technology Thonburi","ror":"https://ror.org/0057ax056","country_code":"TH","type":"education","lineage":["https://openalex.org/I60837268"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Pornchai Mongkolnam","raw_affiliation_strings":["School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand","institution_ids":["https://openalex.org/I60837268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078917831","display_name":"Saichon Jaiyen","orcid":"https://orcid.org/0000-0001-9701-0413"},"institutions":[{"id":"https://openalex.org/I60837268","display_name":"King Mongkut's University of Technology Thonburi","ror":"https://ror.org/0057ax056","country_code":"TH","type":"education","lineage":["https://openalex.org/I60837268"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Saichon Jaiyen","raw_affiliation_strings":["School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand","institution_ids":["https://openalex.org/I60837268"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055756064","display_name":"Vithida Chongsuphajaisiddhi","orcid":null},"institutions":[{"id":"https://openalex.org/I60837268","display_name":"King Mongkut's University of Technology Thonburi","ror":"https://ror.org/0057ax056","country_code":"TH","type":"education","lineage":["https://openalex.org/I60837268"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Vithida Chongsuphajaisiddhi","raw_affiliation_strings":["School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of IT, King Mongkut's University of Technology Thonburi,Bangkok,Thailand","institution_ids":["https://openalex.org/I60837268"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1123,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.39287808,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9842000007629395,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.9787999987602234,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/falling","display_name":"Falling (accident)","score":0.6732770204544067},{"id":"https://openalex.org/keywords/phone","display_name":"Phone","score":0.5627644062042236},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.5428810119628906},{"id":"https://openalex.org/keywords/activities-of-daily-living","display_name":"Activities of daily living","score":0.5220080018043518},{"id":"https://openalex.org/keywords/sitting","display_name":"Sitting","score":0.4880177080631256},{"id":"https://openalex.org/keywords/risk-management","display_name":"Risk management","score":0.4391344487667084},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4366682767868042},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4325403869152069},{"id":"https://openalex.org/keywords/human-factors-and-ergonomics","display_name":"Human factors and ergonomics","score":0.4272104799747467},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4250108301639557},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4247172176837921},{"id":"https://openalex.org/keywords/elderly-people","display_name":"Elderly people","score":0.41177529096603394},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.39714515209198},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.354824423789978},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3366585373878479},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2326831817626953},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.20493468642234802},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2014589011669159},{"id":"https://openalex.org/keywords/gerontology","display_name":"Gerontology","score":0.1829160451889038},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.16522091627120972},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1526607871055603}],"concepts":[{"id":"https://openalex.org/C2779079380","wikidata":"https://www.wikidata.org/wiki/Q333495","display_name":"Falling (accident)","level":2,"score":0.6732770204544067},{"id":"https://openalex.org/C2778707766","wikidata":"https://www.wikidata.org/wiki/Q202064","display_name":"Phone","level":2,"score":0.5627644062042236},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.5428810119628906},{"id":"https://openalex.org/C79544238","wikidata":"https://www.wikidata.org/wiki/Q423243","display_name":"Activities of daily living","level":2,"score":0.5220080018043518},{"id":"https://openalex.org/C2776370487","wikidata":"https://www.wikidata.org/wiki/Q1144593","display_name":"Sitting","level":2,"score":0.4880177080631256},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.4391344487667084},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4366682767868042},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4325403869152069},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.4272104799747467},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4250108301639557},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4247172176837921},{"id":"https://openalex.org/C3018697994","wikidata":"https://www.wikidata.org/wiki/Q191089","display_name":"Elderly people","level":2,"score":0.41177529096603394},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.39714515209198},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.354824423789978},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3366585373878479},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2326831817626953},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.20493468642234802},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2014589011669159},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.1829160451889038},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.16522091627120972},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1526607871055603},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jcsse58229.2023.10202147","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/jcsse58229.2023.10202147","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 20th International Joint Conference on Computer Science and Software Engineering (JCSSE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6100000143051147}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322818","display_name":"King Mongkut's University of Technology Thonburi","ror":"https://ror.org/0057ax056"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W344024803","https://openalex.org/W1566752807","https://openalex.org/W1967018481","https://openalex.org/W1971422403","https://openalex.org/W2008858382","https://openalex.org/W2017192637","https://openalex.org/W2017794574","https://openalex.org/W2053782647","https://openalex.org/W2063390257","https://openalex.org/W2076068958","https://openalex.org/W2109362352","https://openalex.org/W2114173015","https://openalex.org/W2134426937","https://openalex.org/W2140190241","https://openalex.org/W2155326828","https://openalex.org/W2167718059","https://openalex.org/W2169680922","https://openalex.org/W2170672895","https://openalex.org/W2172863901","https://openalex.org/W2270908186","https://openalex.org/W2288777688","https://openalex.org/W2290180986","https://openalex.org/W2319308093","https://openalex.org/W2494440153","https://openalex.org/W2601635289","https://openalex.org/W2735430014","https://openalex.org/W2785975688","https://openalex.org/W2801118647","https://openalex.org/W2801331634","https://openalex.org/W2802907016","https://openalex.org/W2810264831","https://openalex.org/W2858667938","https://openalex.org/W2897914496","https://openalex.org/W2947493405","https://openalex.org/W2955871388","https://openalex.org/W4236916978","https://openalex.org/W4239612802","https://openalex.org/W4241299311","https://openalex.org/W6652481625","https://openalex.org/W6654932366","https://openalex.org/W6680350228","https://openalex.org/W6685114884","https://openalex.org/W6693841734","https://openalex.org/W6763581454","https://openalex.org/W6778898867"],"related_works":["https://openalex.org/W2746852369","https://openalex.org/W2024194626","https://openalex.org/W2585190064","https://openalex.org/W2414618191","https://openalex.org/W2580175325","https://openalex.org/W4200444887","https://openalex.org/W3116950120","https://openalex.org/W2473524598","https://openalex.org/W2804316969","https://openalex.org/W2598933631"],"abstract_inverted_index":{"As":[0,62],"the":[1,19,46,56,87,114,132,146,179],"number":[2],"of":[3,21,116,124,173],"elderly":[4],"living":[5],"alone":[6],"is":[7,42,72,156,167],"increasing":[8],"every":[9],"year,":[10],"some":[11],"seemingly":[12],"common":[13],"daily":[14,102],"activities":[15,103],"can":[16,32],"potentially":[17,112],"raise":[18],"risk":[20,69,88,115,122,171],"serious":[22],"injuries":[23,58],"and":[24,54,78,89,109,143,208],"fatal":[25],"accidents":[26],"for":[27,158,169,205],"these":[28],"elderly.":[29,47],"While":[30],"falls":[31,63,125,174],"occur":[33,38,177],"anywhere,":[34],"they":[35],"most":[36],"often":[37],"at":[39],"home,":[40],"this":[41,162],"especially":[43],"true":[44],"among":[45,178],"Without":[48],"timely":[49,206],"notification":[50],"to":[51,74,85,100,141,186,193],"medical":[52],"personnel":[53],"assistance,":[55],"resulting":[57],"could":[59,182],"be":[60,184],"life-threatening.":[61],"are":[64],"caused":[65],"by":[66],"many":[67],"different":[68],"factors,":[70],"it":[71],"necessary":[73],"identify":[75],"potential":[76],"incidents":[77],"make":[79],"needed":[80],"changes":[81],"accordingly":[82],"in":[83,161],"order":[84],"reduce":[86],"prevent":[90],"falls.":[91],"Therefore,":[92],"we":[93,119],"propose":[94],"a":[95,188,198,200],"system":[96,166],"using":[97,131],"surveillance":[98],"cameras":[99],"detect":[101],"(e.g.,":[104],"bending":[105],"down,":[106],"sitting,":[107],"standing,":[108],"walking)":[110],"that":[111,129,175],"increase":[113],"falling.":[117],"Moreover,":[118],"recognize":[120],"high":[121],"factors":[123,172],"such":[126,196],"as":[127,197],"ones":[128],"involve":[130],"phone":[133],"while":[134,148],"performing":[135],"an":[136],"activity,":[137],"not":[138,144],"paying":[139],"attention":[140],"obstacles,":[142],"holding":[145],"handrails":[147],"going":[149],"upstairs":[150],"or":[151,202],"downstairs.":[152],"Convolutional":[153],"neural":[154],"network":[155],"applied":[157],"activity":[159],"classification":[160],"work.":[163],"This":[164],"warning":[165],"utilized":[168],"detecting":[170],"commonly":[176],"elderly,":[180],"which":[181],"then":[183],"used":[185],"trigger":[187],"message":[189],"and/or":[190],"audible":[191],"alert":[192],"designated":[194],"persons":[195],"doctor,":[199],"caregiver,":[201],"family":[203],"members":[204],"assistance":[207],"care.":[209]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}