{"id":"https://openalex.org/W2249088156","doi":"https://doi.org/10.1109/embc.2015.7319512","title":"A fall prediction methodology for elderly based on a depth camera","display_name":"A fall prediction methodology for elderly based on a depth camera","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2249088156","doi":"https://doi.org/10.1109/embc.2015.7319512","mag":"2249088156","pmid":"https://pubmed.ncbi.nlm.nih.gov/26737412"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2015.7319512","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7319512","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5029787567","display_name":"Rami Alazrai","orcid":"https://orcid.org/0000-0002-1296-0231"},"institutions":[{"id":"https://openalex.org/I230091363","display_name":"German Jordanian University","ror":"https://ror.org/02jgpyd84","country_code":"JO","type":"education","lineage":["https://openalex.org/I230091363"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Rami Alazrai","raw_affiliation_strings":["Computer Engineering Department, Jordanian University, German"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Jordanian University, German","institution_ids":["https://openalex.org/I230091363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015755726","display_name":"Yaser Mowafi","orcid":"https://orcid.org/0000-0002-1757-8672"},"institutions":[{"id":"https://openalex.org/I230091363","display_name":"German Jordanian University","ror":"https://ror.org/02jgpyd84","country_code":"JO","type":"education","lineage":["https://openalex.org/I230091363"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Yaser Mowafi","raw_affiliation_strings":["Computer Science Department, German Jordanian University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, German Jordanian University","institution_ids":["https://openalex.org/I230091363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076122695","display_name":"Eyad M. Hamad","orcid":"https://orcid.org/0000-0001-8570-862X"},"institutions":[{"id":"https://openalex.org/I230091363","display_name":"German Jordanian University","ror":"https://ror.org/02jgpyd84","country_code":"JO","type":"education","lineage":["https://openalex.org/I230091363"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Eyad Hamad","raw_affiliation_strings":["Biomedical Engineering Department, German Jordanian University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, German Jordanian University","institution_ids":["https://openalex.org/I230091363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3105,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.87136575,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2015","issue":null,"first_page":"4990","last_page":"4993"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9984999895095825,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9922999739646912,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6464732885360718},{"id":"https://openalex.org/keywords/histogram","display_name":"Histogram","score":0.6165573596954346},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6137005686759949},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5910086035728455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5727782845497131},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5229792594909668},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.4973175823688507},{"id":"https://openalex.org/keywords/elderly-care","display_name":"Elderly care","score":0.48220527172088623},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.47086039185523987},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.45501509308815},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4465663731098175},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.1359460949897766},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.088390052318573}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6464732885360718},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.6165573596954346},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6137005686759949},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5910086035728455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5727782845497131},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5229792594909668},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.4973175823688507},{"id":"https://openalex.org/C3018200157","wikidata":"https://www.wikidata.org/wiki/Q437458","display_name":"Elderly care","level":2,"score":0.48220527172088623},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.47086039185523987},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45501509308815},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4465663731098175},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.1359460949897766},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.088390052318573},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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":[{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018670","descriptor_name":"Monitoring, Ambulatory","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D018670","descriptor_name":"Monitoring, Ambulatory","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D018670","descriptor_name":"Monitoring, Ambulatory","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D018670","descriptor_name":"Monitoring, Ambulatory","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018670","descriptor_name":"Monitoring, Ambulatory","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018670","descriptor_name":"Monitoring, Ambulatory","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2015.7319512","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7319512","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:26737412","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26737412","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1503119711","https://openalex.org/W1510526001","https://openalex.org/W2017794574","https://openalex.org/W2034231913","https://openalex.org/W2045094252","https://openalex.org/W2052156951","https://openalex.org/W2053400188","https://openalex.org/W2080836485","https://openalex.org/W2088371259","https://openalex.org/W2103568877","https://openalex.org/W2114222512","https://openalex.org/W2116178519","https://openalex.org/W2136431085","https://openalex.org/W2313319620","https://openalex.org/W2419341522","https://openalex.org/W6630424276","https://openalex.org/W6654932366","https://openalex.org/W6698802863"],"related_works":["https://openalex.org/W3195649134","https://openalex.org/W2281498195","https://openalex.org/W2090763504","https://openalex.org/W2107628111","https://openalex.org/W2394004323","https://openalex.org/W148178222","https://openalex.org/W2017526120","https://openalex.org/W2398764543","https://openalex.org/W2104657898","https://openalex.org/W2610664080"],"abstract_inverted_index":{"With":[0],"the":[1,74,117,125,128],"aging":[2],"of":[3,8,11,19,82,90,99,116,127],"society":[4],"population,":[5],"efficient":[6],"tracking":[7],"elderly":[9,31,56,138],"activities":[10],"daily":[12],"living":[13],"(ADLs)":[14],"has":[15],"gained":[16],"interest.":[17],"Advancements":[18],"assisting":[20],"computing":[21],"and":[22,37,41],"sensor":[23],"technologies":[24],"have":[25],"made":[26],"it":[27],"possible":[28],"to":[29,33,76,95,106],"support":[30],"people":[32],"perform":[34],"real-time":[35],"acquisition":[36],"monitoring":[38],"for":[39,55],"emergency":[40],"medical":[42],"care.":[43],"In":[44,64],"an":[45,50,78,83,110],"earlier":[46],"study,":[47],"we":[48,67],"proposed":[49,118],"anatomical-plane-based":[51],"human":[52,85,112],"activity":[53],"representation":[54,81],"fall":[57,108],"detection,":[58],"namely,":[59],"motion-pose":[60],"geometric":[61],"descriptor":[62],"(MPGD).":[63],"this":[65],"paper,":[66],"present":[68],"a":[69,97,103,132],"prediction":[70],"framework":[71,129],"that":[72],"utilizes":[73],"MPGD":[75],"construct":[77],"accumulated":[79,88],"histograms-based":[80],"ongoing":[84,111],"activity.":[86,113],"The":[87],"histograms":[89],"MPGDs":[91],"are":[92],"then":[93],"used":[94],"train":[96],"set":[98],"support-vector-machine":[100],"classifiers":[101],"with":[102],"probabilistic":[104],"output":[105],"predict":[107],"in":[109,130],"Evaluation":[114],"results":[115],"framework,":[119],"using":[120],"real":[121],"case":[122],"scenarios,":[123],"demonstrate":[124],"efficacy":[126],"providing":[131],"feasible":[133],"approach":[134],"towards":[135],"accurately":[136],"predicting":[137],"falls.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
