{"id":"https://openalex.org/W4408080675","doi":"https://doi.org/10.1177/14727978251324125","title":"Use predictive analytics and big data technologies to enhance badminton game strategy development and performance indicators","display_name":"Use predictive analytics and big data technologies to enhance badminton game strategy development and performance indicators","publication_year":2025,"publication_date":"2025-02-28","ids":{"openalex":"https://openalex.org/W4408080675","doi":"https://doi.org/10.1177/14727978251324125"},"language":"en","primary_location":{"id":"doi:10.1177/14727978251324125","is_oa":true,"landing_page_url":"https://doi.org/10.1177/14727978251324125","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/14727978251324125","source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://journals.sagepub.com/doi/pdf/10.1177/14727978251324125","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080875437","display_name":"Xin Feng","orcid":"https://orcid.org/0000-0002-0140-8003"},"institutions":[{"id":"https://openalex.org/I4210131919","display_name":"Xi'an University of Technology","ror":"https://ror.org/038avdt50","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210131919"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Feng","raw_affiliation_strings":["School of General Education, Xi\u2019an Mingde Institute of Technology, Xi\u2019an, China","School of General Education, Xi'an Mingde Institute of Technology, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"School of General Education, Xi\u2019an Mingde Institute of Technology, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210131919"]},{"raw_affiliation_string":"School of General Education, Xi'an Mingde Institute of Technology, Xi'an, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109076824","display_name":"Xiang Liu","orcid":"https://orcid.org/0009-0001-0981-5332"},"institutions":[{"id":"https://openalex.org/I4210131919","display_name":"Xi'an University of Technology","ror":"https://ror.org/038avdt50","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210131919"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiang Liu","raw_affiliation_strings":["School of General Education, Xi\u2019an Mingde Institute of Technology, Xi\u2019an, China","School of General Education, Xi'an Mingde Institute of Technology, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"School of General Education, Xi\u2019an Mingde Institute of Technology, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210131919"]},{"raw_affiliation_string":"School of General Education, Xi'an Mingde Institute of Technology, Xi'an, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5109076824"],"corresponding_institution_ids":["https://openalex.org/I4210131919"],"apc_list":null,"apc_paid":null,"fwci":10.1961,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.97166542,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"25","issue":"4","first_page":"3637","last_page":"3651"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11674","display_name":"Sports Analytics and Performance","score":0.9944999814033508,"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"}},"topics":[{"id":"https://openalex.org/T11674","display_name":"Sports Analytics and Performance","score":0.9944999814033508,"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"}},{"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/T11018","display_name":"Lower Extremity Biomechanics and Pathologies","score":0.9502000212669373,"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/computer-science","display_name":"Computer science","score":0.8024885654449463},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6353166103363037},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6175811290740967},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.607108473777771},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.5942121148109436},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.565514326095581},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.5327721834182739},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.5113529562950134},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.4969044029712677},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4821062386035919},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.44359853863716125},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.42809540033340454},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3932512402534485}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8024885654449463},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6353166103363037},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6175811290740967},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.607108473777771},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.5942121148109436},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.565514326095581},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.5327721834182739},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.5113529562950134},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.4969044029712677},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4821062386035919},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.44359853863716125},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.42809540033340454},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3932512402534485},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/14727978251324125","is_oa":true,"landing_page_url":"https://doi.org/10.1177/14727978251324125","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/14727978251324125","source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1177/14727978251324125","is_oa":true,"landing_page_url":"https://doi.org/10.1177/14727978251324125","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/14727978251324125","source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G3228352456","display_name":null,"funder_award_id":"SGH24Y2566","funder_id":"https://openalex.org/F4320325627","funder_display_name":"Education Department of Shaanxi Province"}],"funders":[{"id":"https://openalex.org/F4320325627","display_name":"Education Department of Shaanxi Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4408080675.pdf"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W3037307633","https://openalex.org/W3058709557","https://openalex.org/W3107107129","https://openalex.org/W3136633037","https://openalex.org/W3173432365","https://openalex.org/W3205876159","https://openalex.org/W4220841763","https://openalex.org/W4280514527","https://openalex.org/W4280552631","https://openalex.org/W4285256271","https://openalex.org/W4309176081","https://openalex.org/W4361770866","https://openalex.org/W4384559346","https://openalex.org/W4390075202","https://openalex.org/W4393995244","https://openalex.org/W4396521058","https://openalex.org/W4396854520","https://openalex.org/W4399814290","https://openalex.org/W4400268987","https://openalex.org/W4400352169","https://openalex.org/W4400914283","https://openalex.org/W4400953266","https://openalex.org/W4402824825","https://openalex.org/W4403063194","https://openalex.org/W4403633006","https://openalex.org/W4404349462"],"related_works":["https://openalex.org/W2114217318","https://openalex.org/W2794812819","https://openalex.org/W2587881214","https://openalex.org/W3104072235","https://openalex.org/W3036945320","https://openalex.org/W2370263288","https://openalex.org/W2169311637","https://openalex.org/W2395040056","https://openalex.org/W4411364828","https://openalex.org/W2052339338"],"abstract_inverted_index":{"The":[0,107,188],"increasing":[1],"integration":[2],"of":[3,35,40,52,95,165,193],"data-driven":[4],"approaches":[5],"and":[6,21,49,67,75,104,126,141,151,167,175,186,202],"machine":[7,195],"learning":[8,196],"(ML)":[9],"in":[10,25,55,70,163],"sports":[11,200],"presents":[12],"a":[13,61],"significant":[14],"opportunity":[15],"to":[16,100,133],"optimize":[17],"performance,":[18],"predict":[19],"outcomes,":[20,177],"refine":[22],"strategies,":[23],"especially":[24],"badminton.":[26],"Despite":[27],"its":[28],"promise,":[29],"challenges":[30],"such":[31],"as":[32],"the":[33,50,81,93,191],"lack":[34],"comprehensive":[36],"datasets,":[37],"limited":[38],"use":[39],"advanced":[41,199],"ML":[42],"techniques,":[43],"insufficient":[44],"focus":[45],"on":[46],"tactical":[47,68,127],"decision-making,":[48],"underutilization":[51],"predictive":[53,62],"analytics":[54,201],"training":[56,204],"remain":[57],"prevalent.":[58],"To":[59],"develop":[60],"model":[63,108,170],"that":[64,111,157],"analyzes":[65],"technical":[66],"decisions":[69],"badminton,":[71],"enhancing":[72,182],"strategy":[73,184],"development":[74,185],"performance":[76,114,174],"evaluation":[77],"for":[78,148,181,198],"competitive":[79],"gameplay,":[80],"proposed":[82],"method,":[83],"Puffer":[84],"Fish":[85],"Algorithm-tuned":[86],"Intelligent":[87],"Support":[88],"Vector":[89],"Machine":[90],"(PFA-INT-SVM),":[91],"combines":[92],"benefits":[94],"Pufferfish":[96],"mutation":[97],"with":[98],"INT-SVM":[99],"improve":[101],"prediction":[102],"accuracy":[103,166],"classification":[105],"tasks.":[106],"utilizes":[109],"data":[110],"encompasses":[112],"player":[113,173],"metrics,":[115],"shot":[116],"types,":[117],"match":[118,176],"context,":[119],"opponent":[120],"behavior,":[121],"physical":[122],"conditions,":[123],"environmental":[124],"factors,":[125],"decisions.":[128],"One-hot":[129],"encoding":[130],"is":[131,146],"applied":[132],"categorical":[134],"features,":[135],"while":[136],"normalization":[137],"standardizes":[138],"numerical":[139],"data,":[140],"Linear":[142],"Discriminant":[143],"Analysis":[144],"(LDA)":[145],"employed":[147],"dimensionality":[149],"reduction":[150],"feature":[152],"extraction.":[153],"Experimental":[154],"results":[155],"demonstrate":[156],"PFA-INT-SVM":[158],"significantly":[159],"outperforms":[160],"traditional":[161],"methods":[162],"terms":[164],"efficiency.":[168],"This":[169],"effectively":[171],"predicts":[172],"showing":[178],"promising":[179],"potential":[180],"badminton":[183],"analysis.":[187],"findings":[189],"highlight":[190],"future":[192],"integrating":[194],"techniques":[197],"practical":[203],"applications.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-13T16:22:10.518609","created_date":"2025-10-10T00:00:00"}
