{"id":"https://openalex.org/W4200103510","doi":"https://doi.org/10.1109/bibe52308.2021.9635461","title":"SVM-based Real-Time Classification of Prosthetic Fingers using Myo Armband-acquired Electromyography Data","display_name":"SVM-based Real-Time Classification of Prosthetic Fingers using Myo Armband-acquired Electromyography Data","publication_year":2021,"publication_date":"2021-10-25","ids":{"openalex":"https://openalex.org/W4200103510","doi":"https://doi.org/10.1109/bibe52308.2021.9635461"},"language":"en","primary_location":{"id":"doi:10.1109/bibe52308.2021.9635461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibe52308.2021.9635461","pdf_url":null,"source":{"id":"https://openalex.org/S4363608533","display_name":"2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE)","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":"2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://vbn.aau.dk/da/publications/0acb275c-36ba-46fc-949c-56740e3ae15e","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000912708","display_name":"Muhammad Akmal","orcid":"https://orcid.org/0000-0003-4463-4796"},"institutions":[{"id":"https://openalex.org/I195024194","display_name":"Riphah International University","ror":"https://ror.org/02kdm5630","country_code":"PK","type":"education","lineage":["https://openalex.org/I195024194"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Muhammad Akmal","raw_affiliation_strings":["Riphah International University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Riphah International University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I195024194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003039114","display_name":"Muhammad Farrukh Qureshi","orcid":"https://orcid.org/0000-0003-1167-349X"},"institutions":[{"id":"https://openalex.org/I195024194","display_name":"Riphah International University","ror":"https://ror.org/02kdm5630","country_code":"PK","type":"education","lineage":["https://openalex.org/I195024194"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Farrukh Qureshi","raw_affiliation_strings":["Riphah International University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Riphah International University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I195024194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112729538","display_name":"Faisal Amin","orcid":null},"institutions":[{"id":"https://openalex.org/I195024194","display_name":"Riphah International University","ror":"https://ror.org/02kdm5630","country_code":"PK","type":"education","lineage":["https://openalex.org/I195024194"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Faisal Amin","raw_affiliation_strings":["Riphah International University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Riphah International University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I195024194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049431164","display_name":"Muhammad Zia\u2010ur\u2010Rehman","orcid":"https://orcid.org/0000-0002-9042-9171"},"institutions":[{"id":"https://openalex.org/I195024194","display_name":"Riphah International University","ror":"https://ror.org/02kdm5630","country_code":"PK","type":"education","lineage":["https://openalex.org/I195024194"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Zia Ur Rehman","raw_affiliation_strings":["Riphah International University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Riphah International University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I195024194"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043672014","display_name":"Imran Khan Niazi","orcid":"https://orcid.org/0000-0001-8752-7224"},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]},{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]},{"id":"https://openalex.org/I160722675","display_name":"New Zealand College of Chiropractic","ror":"https://ror.org/056y35868","country_code":"NZ","type":"education","lineage":["https://openalex.org/I160722675"]}],"countries":["DK","NZ"],"is_corresponding":false,"raw_author_name":"Imran Khan Niazi","raw_affiliation_strings":["Centre for Sensory-Motor, Aalborg University, Aalborg, Denmark","Centre of Chiropractic Research New Zealand College of Chiropractic, Auckland, New Zealand","Faculty of Health & Environmental Sciences Health & Rehabilitation Research Institute, AUT University, Auckland, New Zealand"],"affiliations":[{"raw_affiliation_string":"Centre for Sensory-Motor, Aalborg University, Aalborg, Denmark","institution_ids":["https://openalex.org/I891191580"]},{"raw_affiliation_string":"Centre of Chiropractic Research New Zealand College of Chiropractic, Auckland, New Zealand","institution_ids":["https://openalex.org/I160722675"]},{"raw_affiliation_string":"Faculty of Health & Environmental Sciences Health & Rehabilitation Research Institute, AUT University, Auckland, New Zealand","institution_ids":["https://openalex.org/I39854758"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5000912708"],"corresponding_institution_ids":["https://openalex.org/I195024194"],"apc_list":null,"apc_paid":null,"fwci":3.4667,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.95058584,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998999834060669,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8359564542770386},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.7727738618850708},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.731728732585907},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.6426968574523926},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.604894757270813},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5171960592269897},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41958433389663696},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.32064884901046753},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.13752993941307068},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.12146544456481934}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8359564542770386},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.7727738618850708},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.731728732585907},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.6426968574523926},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.604894757270813},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5171960592269897},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41958433389663696},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.32064884901046753},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.13752993941307068},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.12146544456481934},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/bibe52308.2021.9635461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibe52308.2021.9635461","pdf_url":null,"source":{"id":"https://openalex.org/S4363608533","display_name":"2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE)","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":"2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:openaire/0acb275c-36ba-46fc-949c-56740e3ae15e","is_oa":true,"landing_page_url":"https://vbn.aau.dk/da/publications/0acb275c-36ba-46fc-949c-56740e3ae15e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Akmal, M, Qureshi, M F, Amin, F, Ur Rehman, M Z & Niazi, I K 2021, SVM-based Real-Time Classification of Prosthetic Fingers using Myo Armband-acquired Electromyography Data. in BIBE 2021 - 21st IEEE International Conference on BioInformatics and BioEngineering, Proceedings., 9635461, IEEE (Institute of Electrical and Electronics Engineers), International Conference on Bioinformatics and Bioengineering, 21st IEEE International Conference on BioInformatics and BioEngineering, BIBE 2021, Kragujevac, Serbia, 25/10/2021. https://doi.org/10.1109/BIBE52308.2021.9635461","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.atira.dk:publications/0acb275c-36ba-46fc-949c-56740e3ae15e","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85123734575&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Akmal , M , Qureshi , M F , Amin , F , Ur Rehman , M Z & Niazi , I K 2021 , SVM-based Real-Time Classification of Prosthetic Fingers using Myo Armband-acquired Electromyography Data . in BIBE 2021 - 21st IEEE International Conference on BioInformatics and BioEngineering, Proceedings . , 9635461 , IEEE , International Conference on Bioinformatics and Bioengineering , 21st IEEE International Conference on BioInformatics and BioEngineering, BIBE 2021 , Kragujevac , Serbia , 25/10/2021 . https://doi.org/10.1109/BIBE52308.2021.9635461","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:openaire/0acb275c-36ba-46fc-949c-56740e3ae15e","is_oa":true,"landing_page_url":"https://vbn.aau.dk/da/publications/0acb275c-36ba-46fc-949c-56740e3ae15e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Akmal, M, Qureshi, M F, Amin, F, Ur Rehman, M Z & Niazi, I K 2021, SVM-based Real-Time Classification of Prosthetic Fingers using Myo Armband-acquired Electromyography Data. in BIBE 2021 - 21st IEEE International Conference on BioInformatics and BioEngineering, Proceedings., 9635461, IEEE (Institute of Electrical and Electronics Engineers), International Conference on Bioinformatics and Bioengineering, 21st IEEE International Conference on BioInformatics and BioEngineering, BIBE 2021, Kragujevac, Serbia, 25/10/2021. https://doi.org/10.1109/BIBE52308.2021.9635461","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"score":0.5699999928474426,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1754040463","https://openalex.org/W1791071124","https://openalex.org/W2032246760","https://openalex.org/W2130912910","https://openalex.org/W2146744682","https://openalex.org/W2169931829","https://openalex.org/W2200150615","https://openalex.org/W2336041667","https://openalex.org/W2742557104","https://openalex.org/W2744312188","https://openalex.org/W2752252465","https://openalex.org/W2769424534","https://openalex.org/W2801095363","https://openalex.org/W2811054880","https://openalex.org/W2963912843","https://openalex.org/W2966547885","https://openalex.org/W2996111941","https://openalex.org/W3096523153","https://openalex.org/W3171776839","https://openalex.org/W6687436560"],"related_works":["https://openalex.org/W4362597605","https://openalex.org/W1574414179","https://openalex.org/W4297676672","https://openalex.org/W3009056573","https://openalex.org/W2922073769","https://openalex.org/W4281702477","https://openalex.org/W4410497501","https://openalex.org/W2989932438","https://openalex.org/W4387297750","https://openalex.org/W2186333919"],"abstract_inverted_index":{"In":[0,84],"this":[1,85],"work":[2],"we":[3,107],"applied":[4],"real-time":[5],"classification":[6,23,33,92,121],"of":[7,24,93,104,123],"prosthetic":[8,94],"fingers":[9,25],"movements":[10],"using":[11],"surface":[12],"electromyography":[13],"(sEMG)":[14],"data.":[15],"We":[16],"employed":[17,52],"support":[18],"vector":[19],"machine":[20],"(SVM)":[21],"for":[22],"movements.":[26],"SVM":[27,50],"has":[28,80],"some":[29],"benefits":[30],"over":[31],"other":[32],"techniques":[34],"e.g.":[35],"1)":[36],"it":[37,47,68,73,79,109],"avoids":[38],"overfitting,":[39],"2)":[40],"handles":[41],"nonlinear":[42],"data":[43],"efficiently":[44],"and":[45,78],"3)":[46],"is":[48,51,57,89],"stable.":[49],"on":[53,110],"Raspberry":[54],"pi":[55],"which":[56,71],"a":[58],"low-cost,":[59],"credit-card":[60],"sized":[61],"computer":[62],"with":[63],"high":[64],"processing":[65],"power.":[66],"Moreover,":[67],"supports":[69],"Python":[70],"makes":[72],"easy":[74],"to":[75,90,97,118],"build":[76],"projects":[77],"multiple":[81],"interfaces":[82],"available.":[83],"paper,":[86],"our":[87,105],"aim":[88],"perform":[91],"hand":[95],"relative":[96],"human":[98],"fingers.":[99],"To":[100],"assess":[101],"the":[102],"performance":[103],"framework":[106,115],"tested":[108],"ten":[111],"healthy":[112],"subjects.":[113],"Our":[114],"was":[116],"able":[117],"achieve":[119],"mean":[120],"accuracy":[122],"78%.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}