{"id":"https://openalex.org/W4406495600","doi":"https://doi.org/10.1109/bigdata62323.2024.10825958","title":"A Comparative Analysis between AI Generated Code and Human Written Code: A Preliminary Study","display_name":"A Comparative Analysis between AI Generated Code and Human Written Code: A Preliminary Study","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406495600","doi":"https://doi.org/10.1109/bigdata62323.2024.10825958"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825958","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"},"type":"article","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/A5064879273","display_name":"Aman M. Patel","orcid":"https://orcid.org/0000-0003-0794-041X"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Abhi Patel","raw_affiliation_strings":["Rutgers University,Department of Computer Science,New Brunswick,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Rutgers University,Department of Computer Science,New Brunswick,NJ,USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035247633","display_name":"Kazi Zakia Sultana","orcid":"https://orcid.org/0000-0002-0609-5800"},"institutions":[{"id":"https://openalex.org/I166088655","display_name":"Montclair State University","ror":"https://ror.org/01nxc2t48","country_code":"US","type":"education","lineage":["https://openalex.org/I166088655"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kazi Zakia Sultana","raw_affiliation_strings":["Montclair State University,School of Computing,Montclair,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Montclair State University,School of Computing,Montclair,NJ,USA","institution_ids":["https://openalex.org/I166088655"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022114505","display_name":"Bharath K. Samanthula","orcid":"https://orcid.org/0009-0002-2198-8428"},"institutions":[{"id":"https://openalex.org/I166088655","display_name":"Montclair State University","ror":"https://ror.org/01nxc2t48","country_code":"US","type":"education","lineage":["https://openalex.org/I166088655"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bharath K. Samanthula","raw_affiliation_strings":["Montclair State University,School of Computing,Montclair,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Montclair State University,School of Computing,Montclair,NJ,USA","institution_ids":["https://openalex.org/I166088655"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5064879273"],"corresponding_institution_ids":["https://openalex.org/I102322142"],"apc_list":null,"apc_paid":null,"fwci":5.4123,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.96077654,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"7521","last_page":"7529"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10260","display_name":"Software Engineering Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9821000099182129,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.6715205907821655},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.6353198885917664},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.6254581809043884},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3876224160194397}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6715205907821655},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.6353198885917664},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.6254581809043884},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3876224160194397},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825958","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6299999952316284}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1979810153","https://openalex.org/W1997236144","https://openalex.org/W2004758929","https://openalex.org/W2043837581","https://openalex.org/W2055765785","https://openalex.org/W2069205948","https://openalex.org/W2137789775","https://openalex.org/W2547621596","https://openalex.org/W3048297080","https://openalex.org/W4206563221","https://openalex.org/W4324118150","https://openalex.org/W4383498485","https://openalex.org/W4383751923","https://openalex.org/W4386982649","https://openalex.org/W4389215044","https://openalex.org/W4391282616","https://openalex.org/W4395029328","https://openalex.org/W4400315178","https://openalex.org/W6861518089","https://openalex.org/W6868704698","https://openalex.org/W6877394121"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"In":[0,274],"today\u2019s":[1],"world":[2],"where":[3],"generative":[4],"artificial":[5],"intelligence":[6],"has":[7],"almost":[8],"become":[9],"an":[10,135],"integral":[11],"part":[12],"of":[13,42,72,82,119,122,137,148,153,187,195,223],"the":[14,37,52,56,70,80,108,113,120,138,192,201,220,224,290,294,300],"coding,":[15],"new":[16],"challenges":[17],"must":[18],"be":[19,34,181],"faced.":[20],"Therefore,":[21,191],"evaluating":[22],"software":[23,83,102,204,281],"bugs":[24,123,154,207],"in":[25,117,125,208,237,303],"both":[26,126,304],"human":[27,87,129,213,305],"written":[28,88,130,214,306],"and":[29,90,104,128,150,176,206,212,218,263,272,284,293,307],"AI":[30,73,91,127,189,209,258,308],"generated":[31,92,210,256,309],"code":[32,89,93,185,211,215],"can":[33,170,180],"useful":[35],"for":[36,51,101],"developers.":[38],"A":[39],"comparative":[40],"analysis":[41,267],"these":[43,95,163],"two":[44,164,225,280],"coding":[45,115,165,221,244,329],"practices":[46,116,166],"is":[47,134,198,297],"not":[48],"only":[49],"helpful":[50],"decisions":[53],"taken":[54],"by":[55,107,157],"developers,":[57],"it":[58],"will":[59,228],"also":[60,111],"assist":[61],"to":[62,68,85,172,183,199,216,233,252,261,269,299],"give":[63],"a":[64,146,151],"direction":[65],"on":[66,145],"how":[67],"improve":[69,184],"quality":[71,186],"driven":[74],"code.":[75,131,310],"Currently,":[76],"researchers":[77],"have":[78,97,247],"leveraged":[79],"role":[81],"metrics":[84,96,149,205,271,282],"compare":[86,217],"as":[94,141,155],"long":[98],"been":[99],"utilized":[100,248,264],"bug":[103,240,291,301,320],"vulnerability":[105],"prediction":[106],"researchers.":[109],"They":[110],"analyzed":[112,182],"secure":[114],"terms":[118],"number":[121],"found":[124,278],"Our":[132],"study":[133,143],"extension":[136],"current":[139],"works":[140],"this":[142,275],"focuses":[144],"set":[147,152],"identified":[156],"some":[158],"static":[159,266],"analyzer":[160],"tools.":[161,190],"Investigating":[162],"from":[167],"different":[168,243,328],"angles":[169],"help":[171],"reveal":[173],"unknown":[174],"relationships":[175,202],"factors":[177],"that":[178,279],"further":[179],"recent":[188],"main":[193],"objective":[194],"our":[196],"work":[197],"identify":[200],"between":[203],"contrast":[219],"profiles":[222],"approaches.":[226],"This":[227],"offer":[229],"developers":[230,314],"critical":[231,316],"knowledge":[232],"enhance":[234],"their":[235],"strategies":[236,326],"mitigating":[238],"potential":[239,319],"risks":[241],"across":[242,327],"methodologies.":[245,330],"We":[246],"top-rated":[249],"Java":[250,259],"solutions":[251,260],"90":[253],"LeetCode":[254],"problems,":[255],"corresponding":[257],"them,":[262],"various":[265],"tools":[268],"collect":[270],"bugs.":[273],"study,":[276],"we":[277],"CountLineCodeDecl":[283],"CountLineCodeExe":[285],"are":[286],"positively":[287],"correlated":[288],"with":[289,315],"DLS_DEAD_LOCAL_STORE":[292],"metric":[295],"AvgCyclomatic":[296],"related":[298],"AvoidLiteralsInIfCondition":[302],"These":[311],"findings":[312],"provide":[313],"insights":[317],"into":[318],"risks,":[321],"enabling":[322],"more":[323],"effective":[324],"mitigation":[325]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
