{"id":"https://openalex.org/W3090006549","doi":"https://doi.org/10.1109/ucet51115.2020.9205376","title":"Evaluating Machine Learning Techniques on Human Activity Recognition Using Accelerometer Data","display_name":"Evaluating Machine Learning Techniques on Human Activity Recognition Using Accelerometer Data","publication_year":2020,"publication_date":"2020-08-01","ids":{"openalex":"https://openalex.org/W3090006549","doi":"https://doi.org/10.1109/ucet51115.2020.9205376","mag":"3090006549"},"language":"en","primary_location":{"id":"doi:10.1109/ucet51115.2020.9205376","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ucet51115.2020.9205376","pdf_url":null,"source":{"id":"https://openalex.org/S4306498727","display_name":"2020 International Conference on UK-China Emerging Technologies (UCET)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on UK-China Emerging Technologies (UCET)","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/A5107996850","display_name":"Rimsha Khan","orcid":"https://orcid.org/0009-0008-6555-7631"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Rimsha Khan","raw_affiliation_strings":["Dept.of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept.of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074783931","display_name":"Muhammad Abbas","orcid":"https://orcid.org/0000-0002-0305-8166"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Abbas","raw_affiliation_strings":["Dept.of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept.of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037162142","display_name":"Rubia Anjum","orcid":null},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Rubia Anjum","raw_affiliation_strings":["Dept.of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept.of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083345532","display_name":"Fatima Waheed","orcid":null},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Fatima Waheed","raw_affiliation_strings":["Dept.of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept.of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091344093","display_name":"Sheeraz Ahmed","orcid":"https://orcid.org/0000-0002-2750-372X"},"institutions":[{"id":"https://openalex.org/I3130537802","display_name":"Iqra National University","ror":"https://ror.org/0254sa076","country_code":"PK","type":"education","lineage":["https://openalex.org/I3130537802"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sheeraz Ahmed","raw_affiliation_strings":["Dept.of Computer Science, Iqra National University, Peshawar, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept.of Computer Science, Iqra National University, Peshawar, Pakistan","institution_ids":["https://openalex.org/I3130537802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029821606","display_name":"Fahad Bangash","orcid":null},"institutions":[{"id":"https://openalex.org/I59225215","display_name":"Bahria University","ror":"https://ror.org/02v8d7770","country_code":"PK","type":"education","lineage":["https://openalex.org/I59225215"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Fahad Bangash","raw_affiliation_strings":["Dept.of Electrical Engg, Bahria University, Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept.of Electrical Engg, Bahria University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I59225215"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4272,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.68917455,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"12","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":0.9994999766349792,"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":0.9994999766349792,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9490000009536743,"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/activity-recognition","display_name":"Activity recognition","score":0.7923972606658936},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7894672751426697},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.7810205817222595},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7506191730499268},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6549322009086609},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6132808923721313},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6013967394828796},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5049019455909729},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.49575075507164},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.4801599383354187},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4431177079677582},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4146944284439087},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1135621964931488}],"concepts":[{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.7923972606658936},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7894672751426697},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.7810205817222595},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7506191730499268},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6549322009086609},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6132808923721313},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6013967394828796},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5049019455909729},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.49575075507164},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.4801599383354187},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4431177079677582},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4146944284439087},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1135621964931488},{"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/ucet51115.2020.9205376","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ucet51115.2020.9205376","pdf_url":null,"source":{"id":"https://openalex.org/S4306498727","display_name":"2020 International Conference on UK-China Emerging Technologies (UCET)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on UK-China Emerging Technologies (UCET)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1551782597","https://openalex.org/W2002261403","https://openalex.org/W2313683095","https://openalex.org/W2513359455","https://openalex.org/W2574393329","https://openalex.org/W2706752825","https://openalex.org/W2726857341","https://openalex.org/W2753969215","https://openalex.org/W2761510556","https://openalex.org/W2766419757","https://openalex.org/W3000172799"],"related_works":["https://openalex.org/W2765080098","https://openalex.org/W2385749422","https://openalex.org/W2355290145","https://openalex.org/W2353465659","https://openalex.org/W2009888974","https://openalex.org/W2355539379","https://openalex.org/W2056341223","https://openalex.org/W2706752825","https://openalex.org/W2117913171","https://openalex.org/W2582769230"],"abstract_inverted_index":{"Human":[0],"activity":[1,43],"recognition":[2,44,74],"is":[3,48,89,157,178],"gaining":[4],"increasing":[5],"importance":[6],"because":[7],"of":[8,26,93,152,161,171],"its":[9],"implication":[10],"in":[11,52,61,68,86,168],"remote":[12],"monitoring":[13],"application":[14],"including":[15],"security,":[16],"health":[17],"and":[18,50,73,115,146,166,173,175],"fitness":[19],"apps.":[20],"This":[21],"paper":[22],"provides":[23],"an":[24],"analysis":[25],"different":[27,119],"machine":[28,130,145],"learning":[29,131],"techniques":[30,132],"for":[31],"recognizing":[32],"human":[33,42],"activity.":[34],"Firstly,":[35],"all":[36],"the":[37,53,58,79,101,113,136,150,169,182],"recent":[38],"work":[39],"related":[40],"to":[41,180],"using":[45,96,123],"accelerometer":[46,59],"data":[47,114],"analyzed":[49],"presented":[51,167],"paper.":[54],"In":[55],"this":[56,87],"study":[57],"used":[60,85],"smartphones":[62],"as":[63,65],"well":[64],"those":[66],"embedded":[67],"wearable":[69],"devices":[70,80],"are":[71,81,164],"compared":[72,165],"methodologies":[75],"applied":[76,134],"on":[77,117,135,186],"both":[78],"presented.":[82],"The":[83,159],"dataset":[84],"project":[88],"a":[90],"transformed":[91],"version":[92],"\"Activity":[94],"Recognition":[95],"Cell":[97],"Phone":[98],"Accelerometers,\"":[99],"by":[100],"Wireless":[102],"Sensor":[103],"Data":[104],"Mining":[105],"WSDM.":[106],"Some":[107],"important":[108],"features":[109],"were":[110,121,133],"extracted":[111],"from":[112],"based":[116,185],"it":[118],"models":[120],"assessed":[122],"Matlab":[124],"Classification":[125],"Learner":[126],"App.":[127],"Four":[128],"distinct":[129],"dataset,":[137],"namely,":[138],"linear":[139],"regression,":[140,142],"logistic":[141],"support":[143],"vector":[144],"neural":[147],"network.":[148],"For":[149],"purposed":[151],"applying":[153],"classifier":[154],"Weka":[155],"tool":[156],"used.":[158],"results":[160],"these":[162],"algorithms":[163],"form":[170],"tables":[172],"graphs":[174],"Bagged":[176],"Tree":[177],"identified":[179],"be":[181],"best":[183],"algorithm":[184],"accuracy":[187],"results.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}