{"id":"https://openalex.org/W2944427170","doi":"https://doi.org/10.1109/ants.2018.8710132","title":"Machine Learning-based Fall Detection in Geriatric Healthcare Systems","display_name":"Machine Learning-based Fall Detection in Geriatric Healthcare Systems","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2944427170","doi":"https://doi.org/10.1109/ants.2018.8710132","mag":"2944427170"},"language":"en","primary_location":{"id":"doi:10.1109/ants.2018.8710132","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants.2018.8710132","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","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/A5082805000","display_name":"Anita Ramachandran","orcid":"https://orcid.org/0000-0002-1894-6553"},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anita Ramachandran","raw_affiliation_strings":["Dept. of Computer Science & Information Systems, BITS, Pilani, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science & Information Systems, BITS, Pilani, Bangalore, India","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110833762","display_name":"R. Adarsh","orcid":null},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R. Adarsh","raw_affiliation_strings":["Dept. of Electrical & Electronics Engg, BITS, Pilani - KK Birla Goa Campus, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical & Electronics Engg, BITS, Pilani - KK Birla Goa Campus, India","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035030753","display_name":"Piyush Pahwa","orcid":null},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Piyush Pahwa","raw_affiliation_strings":["Dept. of Electrical & Electronics Engg, BITS, Pilani - KK Birla Goa Campus, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical & Electronics Engg, BITS, Pilani - KK Birla Goa Campus, India","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083527263","display_name":"K. R. Anupama","orcid":null},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. R. Anupama","raw_affiliation_strings":["Dept. of Electrical & Electronics Engg, BITS, Pilani - KK Birla Goa Campus, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical & Electronics Engg, BITS, Pilani - KK Birla Goa Campus, India","institution_ids":["https://openalex.org/I74796645"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I74796645"],"apc_list":null,"apc_paid":null,"fwci":0.3803,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.73519962,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9988999962806702,"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":0.9988999962806702,"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":0.933899998664856,"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.932699978351593,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"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/wearable-computer","display_name":"Wearable computer","score":0.7113096714019775},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.644933819770813},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6384353637695312},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.6326444149017334},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5741448402404785},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5726996660232544},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5674211978912354},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5643913745880127},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5326010584831238},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.48740485310554504},{"id":"https://openalex.org/keywords/population-ageing","display_name":"Population ageing","score":0.45746949315071106},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23253899812698364},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18600308895111084},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1187698245048523},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11096486449241638},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.09753137826919556}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7113096714019775},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.644933819770813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6384353637695312},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.6326444149017334},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5741448402404785},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5726996660232544},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5674211978912354},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5643913745880127},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5326010584831238},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.48740485310554504},{"id":"https://openalex.org/C13774568","wikidata":"https://www.wikidata.org/wiki/Q439112","display_name":"Population ageing","level":3,"score":0.45746949315071106},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23253899812698364},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18600308895111084},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1187698245048523},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11096486449241638},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.09753137826919556},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ants.2018.8710132","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants.2018.8710132","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1026505939","https://openalex.org/W1549310446","https://openalex.org/W1989582798","https://openalex.org/W1991069594","https://openalex.org/W2019286232","https://openalex.org/W2044581858","https://openalex.org/W2047221859","https://openalex.org/W2098768575","https://openalex.org/W2101286829","https://openalex.org/W2146291834","https://openalex.org/W2150665232","https://openalex.org/W2159583114","https://openalex.org/W2159754119","https://openalex.org/W2159825898","https://openalex.org/W2167027460","https://openalex.org/W2319308093","https://openalex.org/W2346421140","https://openalex.org/W2397067989","https://openalex.org/W2494440153","https://openalex.org/W2507847863","https://openalex.org/W2522162263","https://openalex.org/W2565299706","https://openalex.org/W2587742742","https://openalex.org/W2619334712","https://openalex.org/W2626330312","https://openalex.org/W2661630693","https://openalex.org/W2730075974","https://openalex.org/W2739055454","https://openalex.org/W2739458576","https://openalex.org/W2754912411","https://openalex.org/W2757341916","https://openalex.org/W2767534955","https://openalex.org/W2771488283","https://openalex.org/W2779297249","https://openalex.org/W6662532246","https://openalex.org/W6684276417","https://openalex.org/W6740097533","https://openalex.org/W6740923822"],"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":{"Intelligent":[0],"IoT-based":[1],"ambient":[2],"assisted":[3],"living":[4],"systems":[5],"(AALS)":[6],"have":[7,93],"been":[8],"a":[9,102,119,134,191,208],"major":[10],"research":[11],"focus":[12],"area":[13],"in":[14,29,53,82,165],"recent":[15],"times.":[16],"According":[17],"to":[18,65,67,92,132,185],"the":[19,23,35,40,47,50,58,90,139,166,170,182,188,196,234],"studies":[20],"conducted":[21],"by":[22,70,75,163],"Govt.":[24],"of":[25,34,46,79,169,181,190,198,207,233],"India,":[26],"elderly":[27,51],"population":[28,37,52],"India":[30,54],"has":[31,55,89],"reached":[32],"8.3%":[33],"total":[36],"[40].":[38],"Per":[39],"National":[41],"Program":[42],"for":[43,118,138,149],"Health":[44],"Care":[45],"Elderly":[48],"(NPHCE),":[49],"tripled":[56],"over":[57],"last":[59],"50":[60],"years,":[61],"and":[62,72,125,172,226],"is":[63,130,237],"projected":[64],"increase":[66],"33.32":[68],"million":[69,74],"2021":[71],"300.96":[73],"2051":[76],"[41].":[77],"Application":[78],"machine":[80,143],"learning":[81,144],"AALS,":[83],"such":[84],"as":[85],"fall":[86,103,135,150,199],"detection,":[87],"therefore,":[88],"potential":[91],"huge":[94],"public":[95,147],"impact.":[96],"In":[97],"this":[98,175],"paper,":[99],"we":[100],"propose":[101],"detection":[104,151],"system":[105,212,235],"that":[106],"takes":[107],"into":[108],"account":[109],"not":[110],"only":[111],"various":[112],"wearable":[113,154,217],"sensor":[114,155,218],"node":[115,156],"parameter":[116],"readings":[117],"subject,":[120,171],"but":[121],"also":[122,238],"his":[123],"biological":[124],"physiological":[126],"profile.":[127],"The":[128,158,179,201],"profile":[129],"used":[131],"determine":[133],"risk":[136,167,193],"category":[137],"subject.":[140],"We":[141],"performed":[142],"experiments":[145,183],"using":[146],"datasets":[148],"which":[152,215],"included":[153],"readings.":[157],"algorithms":[159,202],"were":[160],"then":[161],"retrained":[162],"feeding":[164],"categorization":[168,194],"results":[173],"from":[174],"analyses":[176],"are":[177],"presented.":[178,239],"objective":[180],"was":[184],"find":[186],"out":[187],"impact":[189],"subject's":[192],"on":[195],"accuracy":[197],"detection.":[200],"presented":[203],"here":[204],"form":[205],"part":[206],"comprehensive":[209],"geriatric":[210],"healthcare":[211],"under":[213],"development,":[214],"comprises":[216],"nodes,":[219,221],"coordinator":[220],"an":[222],"indoor":[223],"localization":[224],"framework":[225],"cloud-hosted":[227],"application":[228],"servers.":[229],"A":[230],"brief":[231],"overview":[232],"capabilities":[236]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}