{"id":"https://openalex.org/W4403545181","doi":"https://doi.org/10.1007/s42979-024-03261-x","title":"Machine Learning Based Assessment of Elite Football Players Based on Anthropometric and Motor Fitness Parameters with Regard to their Playing Positions","display_name":"Machine Learning Based Assessment of Elite Football Players Based on Anthropometric and Motor Fitness Parameters with Regard to their Playing Positions","publication_year":2024,"publication_date":"2024-10-18","ids":{"openalex":"https://openalex.org/W4403545181","doi":"https://doi.org/10.1007/s42979-024-03261-x"},"language":"en","primary_location":{"id":"doi:10.1007/s42979-024-03261-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-024-03261-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-03261-x.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-03261-x.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Santoshi Sneha","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Santoshi Sneha","raw_affiliation_strings":["MediNXT Technologies Pvt Ltd, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MediNXT Technologies Pvt Ltd, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054913551","display_name":"B. S. Prithvi","orcid":null},"institutions":[{"id":"https://openalex.org/I65674248","display_name":"Visvesvaraya Technological University","ror":"https://ror.org/00ha14p11","country_code":"IN","type":"education","lineage":["https://openalex.org/I65674248"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"B. S. Prithvi","raw_affiliation_strings":["Department of Computer Science and Engineering, Aditya College of Engineering and Technology (affiliated to Visvesvaraya Technological University, Belagavi), Bangalore, 560089, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Aditya College of Engineering and Technology (affiliated to Visvesvaraya Technological University, Belagavi), Bangalore, 560089, India","institution_ids":["https://openalex.org/I65674248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062613320","display_name":"M. Niranjanamurthy","orcid":"https://orcid.org/0000-0003-4008-8150"},"institutions":[{"id":"https://openalex.org/I65674248","display_name":"Visvesvaraya Technological University","ror":"https://ror.org/00ha14p11","country_code":"IN","type":"education","lineage":["https://openalex.org/I65674248"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"M. Niranjanamurthy","raw_affiliation_strings":["Department of AI and ML, BMS Institute of Technology and Management (affiliated to Visvesvaraya Technological University, Belagavi), Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of AI and ML, BMS Institute of Technology and Management (affiliated to Visvesvaraya Technological University, Belagavi), Bangalore, India","institution_ids":["https://openalex.org/I65674248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103856373","display_name":"H. K. Kiran Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I65674248","display_name":"Visvesvaraya Technological University","ror":"https://ror.org/00ha14p11","country_code":"IN","type":"education","lineage":["https://openalex.org/I65674248"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"H. K. Kiran Kumar","raw_affiliation_strings":["Department of Physical Education, M S Ramaiah Institute of Technology (affiliated to Visvesvaraya Technological University, Belagavi), Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physical Education, M S Ramaiah Institute of Technology (affiliated to Visvesvaraya Technological University, Belagavi), Bangalore, India","institution_ids":["https://openalex.org/I65674248"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086572952","display_name":"P. Dayananda","orcid":"https://orcid.org/0000-0001-8445-3469"},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"P. Dayananda","raw_affiliation_strings":["Department of Information Technology, Manipal Institute of Technology Bengaluru, Manipal Academy of Higher Education, Manipal, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Manipal Institute of Technology Bengaluru, Manipal Academy of Higher Education, Manipal, India","institution_ids":["https://openalex.org/I164861460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5086572952"],"corresponding_institution_ids":["https://openalex.org/I164861460"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":0.4325,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62399223,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"5","issue":"8","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10157","display_name":"Sports Performance and Training","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/2732","display_name":"Orthopedics and Sports Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10157","display_name":"Sports Performance and Training","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/2732","display_name":"Orthopedics and Sports Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11674","display_name":"Sports Analytics and Performance","score":0.9606999754905701,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/elite","display_name":"Elite","score":0.8016068935394287},{"id":"https://openalex.org/keywords/anthropometry","display_name":"Anthropometry","score":0.7738598585128784},{"id":"https://openalex.org/keywords/football","display_name":"Football","score":0.6464892029762268},{"id":"https://openalex.org/keywords/football-players","display_name":"Football players","score":0.6197645664215088},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4820881187915802},{"id":"https://openalex.org/keywords/motor-learning","display_name":"Motor learning","score":0.44377225637435913},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.4335671067237854},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3817634582519531},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37463563680648804},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.3669421076774597},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.1285170316696167},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11306852102279663},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.0989953875541687}],"concepts":[{"id":"https://openalex.org/C2775987171","wikidata":"https://www.wikidata.org/wiki/Q192797","display_name":"Elite","level":3,"score":0.8016068935394287},{"id":"https://openalex.org/C61427482","wikidata":"https://www.wikidata.org/wiki/Q6656244","display_name":"Anthropometry","level":2,"score":0.7738598585128784},{"id":"https://openalex.org/C2778444522","wikidata":"https://www.wikidata.org/wiki/Q1081491","display_name":"Football","level":2,"score":0.6464892029762268},{"id":"https://openalex.org/C3017797855","wikidata":"https://www.wikidata.org/wiki/Q937857","display_name":"Football players","level":3,"score":0.6197645664215088},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4820881187915802},{"id":"https://openalex.org/C107690735","wikidata":"https://www.wikidata.org/wiki/Q852461","display_name":"Motor learning","level":2,"score":0.44377225637435913},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.4335671067237854},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3817634582519531},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37463563680648804},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3669421076774597},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.1285170316696167},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11306852102279663},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0989953875541687},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","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/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42979-024-03261-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-024-03261-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-03261-x.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s42979-024-03261-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-024-03261-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-03261-x.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403545181.pdf","grobid_xml":"https://content.openalex.org/works/W4403545181.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1496433497","https://openalex.org/W2012118327","https://openalex.org/W2295598076","https://openalex.org/W2307649559","https://openalex.org/W2323814234","https://openalex.org/W2410451195","https://openalex.org/W2419658416","https://openalex.org/W2562212647","https://openalex.org/W2621605989","https://openalex.org/W2751430743","https://openalex.org/W2790429846","https://openalex.org/W2795324822","https://openalex.org/W2884767598","https://openalex.org/W2899990171","https://openalex.org/W2958294831","https://openalex.org/W2988683425","https://openalex.org/W2995493963","https://openalex.org/W3007920314","https://openalex.org/W3035612909","https://openalex.org/W3040201193","https://openalex.org/W3043822392","https://openalex.org/W3136313989","https://openalex.org/W4324137395","https://openalex.org/W4385815524","https://openalex.org/W4390550920","https://openalex.org/W4390591080","https://openalex.org/W4397026438","https://openalex.org/W4398226357","https://openalex.org/W6855727067"],"related_works":["https://openalex.org/W3173976592","https://openalex.org/W4386010110","https://openalex.org/W2322432826","https://openalex.org/W2047008865","https://openalex.org/W2943855857","https://openalex.org/W650538140","https://openalex.org/W1531633990","https://openalex.org/W1589465577","https://openalex.org/W2364215313","https://openalex.org/W2352044061"],"abstract_inverted_index":{"Abstract":[0],"Sports":[1],"players":[2,62,209],"strive":[3],"to":[4,33,39,188,206],"be":[5,31,196],"the":[6,12,50,53,81,86,126,164,189,208,213],"epitome":[7],"of":[8,14,52,58,90,128],"human":[9],"excellence,":[10],"pushing":[11],"barrier":[13],"skill":[15],"and":[16,21,27,74,108,118,156,168,172,202],"execution":[17],"with":[18,144,149,153],"training,":[19],"focus":[20],"direction,":[22],"amplified":[23],"by":[24,120],"regular":[25],"training":[26,201],"practice.":[28],"This":[29],"could":[30,195],"attributed":[32],"various":[34,135],"factors":[35,44],"such":[36,137],"as":[37,138,186,205],"response":[38],"stimuli,":[40],"physical":[41],"factors,":[42],"psychological":[43],"etc.":[45],"The":[46,192],"present":[47,193],"study":[48,194],"incorporated":[49],"prediction":[51,127],"most":[54],"suited":[55],"playing":[56,130],"position":[57,87,131],"elite":[59],"male":[60],"football":[61,214],"using":[63,134],"machine":[64],"learning":[65],"approaches":[66],"based":[67],"on":[68],"their":[69],"Anthropometric":[70],"Parameters":[71,77],"(AP\u201311":[72],"parameters)":[73],"Motor":[75],"Fitness":[76],"(MFP\u20137":[78],"parameters).":[79],"Of":[80],"features":[82],"analysed,":[83],"results":[84],"identified":[85],"indicative":[88],"nature":[89],"some":[91],"parameters":[92],"among6":[93],"AP":[94],"(Height,":[95],"Body":[96],"Mass":[97],"Index,":[98],"Basal":[99],"Metabolic":[100],"Rate,":[101],"Fat":[102],"%,":[103],"Thigh":[104],"Circumference,":[105],"Calf":[106],"circumference)":[107],"4":[109],"MFP":[110],"(120":[111],"m,":[112,114],"80":[113],"40":[115],"m":[116],"dash":[117],"T-Test)":[119],"Spearman\u2019s":[121],"Rank":[122],"Correlation":[123],"Test.":[124],"Further,":[125],"ideal":[129],"was":[132],"achieved":[133],"classifiers":[136],"Support":[139],"Vector":[140],"Machine":[141],"(SVM),":[142],"SVM":[143,148,152],"over":[145],"sampled":[146],"data,":[147],"hyperparameter":[150],"tuning,":[151],"variable":[154],"scaling":[155],"Extreme":[157],"Gradient":[158],"Boosting":[159],"(XG":[160],"Boost).":[161],"Among":[162],"these,":[163],"highest":[165],"classification":[166],"accuracy":[167],"f1-score":[169],"at":[170],"92%":[171],"0.92":[173],"respectively":[174],"were":[175],"obtained":[176],"for":[177],"XG":[178],"Boost":[179],"Classifier":[180],"which":[181],"portrayed":[182],"a":[183],"faster":[184],"performance":[185],"compared":[187],"other":[190],"approaches.":[191],"useful":[197],"in":[198,212],"professional":[199],"sports":[200],"rehabilitation":[203],"so":[204],"help":[207],"perform":[210],"better":[211],"game.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2025-10-10T00:00:00"}