{"id":"https://openalex.org/W2023874397","doi":"https://doi.org/10.1145/2513228.2513267","title":"smartPrediction","display_name":"smartPrediction","publication_year":2013,"publication_date":"2013-10-01","ids":{"openalex":"https://openalex.org/W2023874397","doi":"https://doi.org/10.1145/2513228.2513267","mag":"2023874397"},"language":"en","primary_location":{"id":"doi:10.1145/2513228.2513267","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2513228.2513267","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 Research in Adaptive and Convergent Systems","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/A5002554515","display_name":"Akm Jahangir Alam Majumder","orcid":"https://orcid.org/0000-0001-9378-3072"},"institutions":[{"id":"https://openalex.org/I102461120","display_name":"Marquette University","ror":"https://ror.org/04gr4te78","country_code":"US","type":"education","lineage":["https://openalex.org/I102461120"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Akm Jahangir Alam Majumder","raw_affiliation_strings":["Marquette University, Milwaukee, WI","Marquette University Milwaukee, WI"],"affiliations":[{"raw_affiliation_string":"Marquette University, Milwaukee, WI","institution_ids":["https://openalex.org/I102461120"]},{"raw_affiliation_string":"Marquette University Milwaukee, WI","institution_ids":["https://openalex.org/I102461120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076558846","display_name":"Ishmat Zerin","orcid":null},"institutions":[{"id":"https://openalex.org/I102461120","display_name":"Marquette University","ror":"https://ror.org/04gr4te78","country_code":"US","type":"education","lineage":["https://openalex.org/I102461120"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ishmat Zerin","raw_affiliation_strings":["Marquette University, Milwaukee, WI","Marquette University Milwaukee, WI"],"affiliations":[{"raw_affiliation_string":"Marquette University, Milwaukee, WI","institution_ids":["https://openalex.org/I102461120"]},{"raw_affiliation_string":"Marquette University Milwaukee, WI","institution_ids":["https://openalex.org/I102461120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011064066","display_name":"Miftah Uddin","orcid":null},"institutions":[{"id":"https://openalex.org/I102461120","display_name":"Marquette University","ror":"https://ror.org/04gr4te78","country_code":"US","type":"education","lineage":["https://openalex.org/I102461120"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miftah Uddin","raw_affiliation_strings":["Marquette University, Milwaukee, WI","Marquette University Milwaukee, WI"],"affiliations":[{"raw_affiliation_string":"Marquette University, Milwaukee, WI","institution_ids":["https://openalex.org/I102461120"]},{"raw_affiliation_string":"Marquette University Milwaukee, WI","institution_ids":["https://openalex.org/I102461120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080676206","display_name":"Sheikh Iqbal Ahamed","orcid":"https://orcid.org/0000-0001-5385-7647"},"institutions":[{"id":"https://openalex.org/I102461120","display_name":"Marquette University","ror":"https://ror.org/04gr4te78","country_code":"US","type":"education","lineage":["https://openalex.org/I102461120"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sheikh I. Ahamed","raw_affiliation_strings":["Marquette University, Milwaukee, WI","Marquette University Milwaukee, WI"],"affiliations":[{"raw_affiliation_string":"Marquette University, Milwaukee, WI","institution_ids":["https://openalex.org/I102461120"]},{"raw_affiliation_string":"Marquette University Milwaukee, WI","institution_ids":["https://openalex.org/I102461120"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032581358","display_name":"Roger O. Smith","orcid":"https://orcid.org/0000-0002-1537-7439"},"institutions":[{"id":"https://openalex.org/I43579087","display_name":"University of Wisconsin\u2013Milwaukee","ror":"https://ror.org/031q21x57","country_code":"US","type":"education","lineage":["https://openalex.org/I43579087"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roger O. Smith","raw_affiliation_strings":["University of Milwaukee-Wisconsin Milwaukee, WI"],"affiliations":[{"raw_affiliation_string":"University of Milwaukee-Wisconsin Milwaukee, WI","institution_ids":["https://openalex.org/I43579087"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5002554515"],"corresponding_institution_ids":["https://openalex.org/I102461120"],"apc_list":null,"apc_paid":null,"fwci":2.7216,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.91377822,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"434","last_page":"439"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9990000128746033,"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":0.9990000128746033,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9872999787330627,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9750999808311462,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/computer-science","display_name":"Computer science","score":0.7529278993606567},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5824683308601379},{"id":"https://openalex.org/keywords/abnormality","display_name":"Abnormality","score":0.5044506788253784},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.5025391578674316},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4384564459323883},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.43756812810897827},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.40443554520606995},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33167359232902527},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.11253383755683899},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.07904592156410217}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7529278993606567},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5824683308601379},{"id":"https://openalex.org/C50965678","wikidata":"https://www.wikidata.org/wiki/Q2724302","display_name":"Abnormality","level":2,"score":0.5044506788253784},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.5025391578674316},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4384564459323883},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.43756812810897827},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.40443554520606995},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33167359232902527},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.11253383755683899},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.07904592156410217},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","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/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2513228.2513267","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2513228.2513267","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 Research in Adaptive and Convergent Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:epublications.marquette.edu:mscs_fac-1292","is_oa":false,"landing_page_url":"https://epublications.marquette.edu/mscs_fac/292","pdf_url":null,"source":{"id":"https://openalex.org/S4377196305","display_name":"e-publications - Marquette  (Marquette University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I102461120","host_organization_name":"Marquette University","host_organization_lineage":["https://openalex.org/I102461120"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mathematics, Statistics and Computer Science Faculty Research and Publications","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1566752807","https://openalex.org/W2045271086","https://openalex.org/W2096962968","https://openalex.org/W2100287728","https://openalex.org/W2111226009","https://openalex.org/W2133052682","https://openalex.org/W2137100320","https://openalex.org/W2158995899","https://openalex.org/W3142031928"],"related_works":["https://openalex.org/W2417397217","https://openalex.org/W2355857550","https://openalex.org/W3093256375","https://openalex.org/W1841421040","https://openalex.org/W2896815346","https://openalex.org/W3028882978","https://openalex.org/W1487766990","https://openalex.org/W2072771697","https://openalex.org/W2993814504","https://openalex.org/W1980305179"],"abstract_inverted_index":{"The":[0,127],"high":[1],"risk":[2],"of":[3,39,60,77,118],"falls":[4,40],"and":[5,41,47,79,84,109,123,146,166],"the":[6,10,32,37,53,58,74,107,135,139,142],"substantial":[7],"increase":[8],"in":[9,52,63,102,134,170],"elderly":[11],"population":[12],"have":[13],"recently":[14],"stimulated":[15],"scientific":[16],"research":[17],"on":[18],"Smartphone-based":[19],"fall":[20,30,61,69],"detection":[21],"systems.":[22],"Even":[23],"though":[24],"these":[25],"systems":[26],"are":[27],"helpful":[28],"for":[29],"detection,":[31],"best":[33],"way":[34],"to":[35,45,98,120,137],"reduce":[36],"number":[38],"their":[42],"consequences":[43],"is":[44],"predict":[46],"prevent":[48],"them":[49,149],"from":[50,150],"happening":[51],"first":[54],"place.":[55],"To":[56],"address":[57],"issue":[59],"prevention,":[62],"this":[64],"paper,":[65],"we":[66,113],"propose":[67],"a":[68,80,86,94,159],"prediction":[70],"system":[71,128],"by":[72],"integrating":[73],"sensor":[75],"data":[76,101],"Smartphones":[78],"Smartshoe.":[81],"We":[82,154],"designed":[83],"implemented":[85],"Smartshoe":[87,108],"that":[88],"contains":[89],"four":[90],"pressure":[91],"sensors":[92,111],"with":[93,162],"Wi-Fi":[95],"communication":[96],"module":[97],"unobtrusively":[99],"collect":[100],"any":[103],"environment.":[104],"By":[105],"assimilating":[106],"Smartphone":[110,136],"data,":[112],"performed":[114],"an":[115,131,151],"extensive":[116],"set":[117],"experiments":[119],"evaluate":[121],"normal":[122],"abnormal":[124],"walking":[125],"patterns.":[126],"can":[129],"generate":[130],"alert":[132],"message":[133],"warn":[138],"user":[140],"about":[141],"high-risk":[143],"gait":[144,171],"patterns":[145],"potentially":[147],"save":[148],"imminent":[152],"fall.":[153],"validated":[155],"our":[156],"approach":[157],"using":[158],"decision":[160],"tree":[161],"10-fold":[163],"cross":[164],"validation":[165],"found":[167],"97.2%":[168],"accuracy":[169],"abnormality":[172],"detection.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2016-06-24T00:00:00"}
