{"id":"https://openalex.org/W3037889258","doi":"https://doi.org/10.1080/0951192x.2020.1780320","title":"(AIAM2019) Artificial Intelligence in Software Engineering and inverse: Review","display_name":"(AIAM2019) Artificial Intelligence in Software Engineering and inverse: Review","publication_year":2020,"publication_date":"2020-06-25","ids":{"openalex":"https://openalex.org/W3037889258","doi":"https://doi.org/10.1080/0951192x.2020.1780320","mag":"3037889258"},"language":"en","primary_location":{"id":"doi:10.1080/0951192x.2020.1780320","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2020.1780320","pdf_url":null,"source":{"id":"https://openalex.org/S57062392","display_name":"International Journal of Computer Integrated Manufacturing","issn_l":"0951-192X","issn":["0951-192X","1362-3052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Integrated Manufacturing","raw_type":"journal-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/A5034664507","display_name":"Mohammad Shehab","orcid":"https://orcid.org/0000-0003-0211-3503"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Mohammad Shehab","raw_affiliation_strings":["Computer Science, Artificial Intelligence Department, Aqaba University of Technology, Aqaba, Jordan"],"raw_orcid":"https://orcid.org/0000-0003-0211-3503","affiliations":[{"raw_affiliation_string":"Computer Science, Artificial Intelligence Department, Aqaba University of Technology, Aqaba, Jordan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023403556","display_name":"Laith Abualigah","orcid":"https://orcid.org/0000-0002-2203-4549"},"institutions":[{"id":"https://openalex.org/I145380033","display_name":"Amman Arab University","ror":"https://ror.org/039xekb14","country_code":"JO","type":"education","lineage":["https://openalex.org/I145380033"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Laith Abualigah","raw_affiliation_strings":["Faculty of Computer Sciences and Informatics, Amman Arab University, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Sciences and Informatics, Amman Arab University, Amman, Jordan","institution_ids":["https://openalex.org/I145380033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088301861","display_name":"Muath Jarrah","orcid":"https://orcid.org/0000-0001-9299-357X"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Muath Ibrahim Jarrah","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Parit Raja, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Parit Raja, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058957048","display_name":"Osama Ahmad Alomari","orcid":"https://orcid.org/0000-0002-1135-5750"},"institutions":[{"id":"https://openalex.org/I4210091267","display_name":"\u0130stanbul Geli\u015fim \u00dcniversitesi","ror":"https://ror.org/0188hvh39","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210091267"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Osama Ahmad Alomari","raw_affiliation_strings":["Department of Computer Engineering, Istanbul Gelisim University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Istanbul Gelisim University, Istanbul, Turkey","institution_ids":["https://openalex.org/I4210091267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026428185","display_name":"Mohammad Sh. Daoud","orcid":"https://orcid.org/0000-0003-2682-9231"},"institutions":[{"id":"https://openalex.org/I161913731","display_name":"Al Ain University","ror":"https://ror.org/023abrt21","country_code":"AE","type":"education","lineage":["https://openalex.org/I161913731"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad Sh. Daoud","raw_affiliation_strings":["Faculty of Engineering, Al Ain University of Science and Technology, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Al Ain University of Science and Technology, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I161913731"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5034664507"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.7321,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.95441575,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"33","issue":"10-11","first_page":"1129","last_page":"1144"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9962999820709229,"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":0.9962999820709229,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9890999794006348,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9886999726295471,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence-situated-approach","display_name":"Artificial intelligence, situated approach","score":0.6083025336265564},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.598694920539856},{"id":"https://openalex.org/keywords/search-based-software-engineering","display_name":"Search-based software engineering","score":0.5851029753684998},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5703628659248352},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.5496998429298401},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5243759155273438},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5135679244995117},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4863053262233734},{"id":"https://openalex.org/keywords/strengths-and-weaknesses","display_name":"Strengths and weaknesses","score":0.4375864565372467},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35965949296951294},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3354535400867462},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.3154544234275818},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.19588756561279297},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.05883854627609253}],"concepts":[{"id":"https://openalex.org/C207453521","wikidata":"https://www.wikidata.org/wiki/Q4801079","display_name":"Artificial intelligence, situated approach","level":2,"score":0.6083025336265564},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.598694920539856},{"id":"https://openalex.org/C139143892","wikidata":"https://www.wikidata.org/wiki/Q7441615","display_name":"Search-based software engineering","level":5,"score":0.5851029753684998},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5703628659248352},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.5496998429298401},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5243759155273438},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5135679244995117},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4863053262233734},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.4375864565372467},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35965949296951294},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3354535400867462},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3154544234275818},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.19588756561279297},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.05883854627609253},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/0951192x.2020.1780320","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2020.1780320","pdf_url":null,"source":{"id":"https://openalex.org/S57062392","display_name":"International Journal of Computer Integrated Manufacturing","issn_l":"0951-192X","issn":["0951-192X","1362-3052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Integrated Manufacturing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":110,"referenced_works":["https://openalex.org/W2441928","https://openalex.org/W30338697","https://openalex.org/W33928102","https://openalex.org/W84796392","https://openalex.org/W98818801","https://openalex.org/W147776281","https://openalex.org/W185613210","https://openalex.org/W1491008813","https://openalex.org/W1501959529","https://openalex.org/W1508595237","https://openalex.org/W1524015096","https://openalex.org/W1574060188","https://openalex.org/W1608808082","https://openalex.org/W1616579013","https://openalex.org/W1729536562","https://openalex.org/W1947574506","https://openalex.org/W1966100330","https://openalex.org/W1973831620","https://openalex.org/W1985536809","https://openalex.org/W1989290647","https://openalex.org/W1996162360","https://openalex.org/W1996893153","https://openalex.org/W1998563626","https://openalex.org/W2001198375","https://openalex.org/W2003661150","https://openalex.org/W2016057341","https://openalex.org/W2040935334","https://openalex.org/W2048591331","https://openalex.org/W2055686283","https://openalex.org/W2059598428","https://openalex.org/W2062799981","https://openalex.org/W2070913255","https://openalex.org/W2077118916","https://openalex.org/W2099396581","https://openalex.org/W2103211721","https://openalex.org/W2105656578","https://openalex.org/W2109998301","https://openalex.org/W2111877087","https://openalex.org/W2122275960","https://openalex.org/W2123227336","https://openalex.org/W2141285344","https://openalex.org/W2142028224","https://openalex.org/W2145070904","https://openalex.org/W2148329403","https://openalex.org/W2152820512","https://openalex.org/W2152891152","https://openalex.org/W2166611627","https://openalex.org/W2166614300","https://openalex.org/W2201674489","https://openalex.org/W2202739711","https://openalex.org/W2307583989","https://openalex.org/W2338745345","https://openalex.org/W2351217608","https://openalex.org/W2352369207","https://openalex.org/W2418384203","https://openalex.org/W2543240265","https://openalex.org/W2550879055","https://openalex.org/W2552507948","https://openalex.org/W2560665552","https://openalex.org/W2576404523","https://openalex.org/W2593992001","https://openalex.org/W2600556636","https://openalex.org/W2621396066","https://openalex.org/W2730159165","https://openalex.org/W2738900493","https://openalex.org/W2749427667","https://openalex.org/W2752504193","https://openalex.org/W2766851317","https://openalex.org/W2782546423","https://openalex.org/W2793012319","https://openalex.org/W2795134615","https://openalex.org/W2795242121","https://openalex.org/W2804146931","https://openalex.org/W2827943411","https://openalex.org/W2890316584","https://openalex.org/W2895331218","https://openalex.org/W2895456197","https://openalex.org/W2895478022","https://openalex.org/W2911067452","https://openalex.org/W2913657689","https://openalex.org/W2918890258","https://openalex.org/W2938164993","https://openalex.org/W2963555128","https://openalex.org/W2963994302","https://openalex.org/W2985638660","https://openalex.org/W2989816774","https://openalex.org/W2990177142","https://openalex.org/W2990723369","https://openalex.org/W2991651506","https://openalex.org/W3008918677","https://openalex.org/W3014842612","https://openalex.org/W3139209716","https://openalex.org/W3141181023","https://openalex.org/W4212972259","https://openalex.org/W4230488058","https://openalex.org/W4232512250","https://openalex.org/W4232785258","https://openalex.org/W4238254613","https://openalex.org/W4241531852","https://openalex.org/W4241706417","https://openalex.org/W4243821471","https://openalex.org/W4244679791","https://openalex.org/W4249081979","https://openalex.org/W4249522843","https://openalex.org/W4249931713","https://openalex.org/W4250302639","https://openalex.org/W4251992868","https://openalex.org/W4253604151","https://openalex.org/W4255987097","https://openalex.org/W4298082497"],"related_works":["https://openalex.org/W3203847103","https://openalex.org/W2789012967","https://openalex.org/W3199956551","https://openalex.org/W2011511309","https://openalex.org/W3170595340","https://openalex.org/W3125859579","https://openalex.org/W3183643804","https://openalex.org/W4313319422","https://openalex.org/W4385976195","https://openalex.org/W3037889258"],"abstract_inverted_index":{"Artificial":[0],"Intelligence":[1],"(AI)":[2,36],"and":[3,42,89,93,118],"Software":[4],"Engineering":[5],"are":[6,17],"considered":[7],"as":[8,47],"significant":[9],"fields":[10],"to":[11,37,50,96],"solve":[12],"various":[13],"problems.":[14],"However,":[15],"there":[16],"weaknesses":[18],"in":[19,22,55,64,74],"certain":[20],"problem-solving":[21],"each":[23],"field.":[24],"Thus,":[25],"this":[26,70,116],"paper":[27],"is":[28,72],"a":[29,97],"broad-based":[30],"review":[31,51,71],"of":[32,61,69,84,100,105],"using":[33],"artificial":[34,56],"intelligence":[35,57],"improve":[38],"software":[39,65],"engineering":[40],"(SE),":[41],"vice":[43],"versa.":[44],"As":[45],"well":[46],"it":[48],"intends":[49],"the":[52,59,76,82,103],"techniques":[53],"developed":[54],"from":[58,80,102,115],"standpoint":[60],"their":[62],"application":[63],"engineering.":[66],"The":[67,87],"aim":[68],"highlighted":[73],"how":[75],"previous":[77],"study":[78,117],"benefited":[79],"incorporating":[81],"advantages":[83],"both":[85],"fields.":[86],"researchers":[88],"practitioners":[90],"on":[91],"AI":[92],"SE":[94],"belong":[95],"wide":[98],"range":[99],"audiences":[101],"domains":[104],"optimization,":[106],"engineering,":[107],"data":[108],"mining,":[109],"clustering,":[110],"etc.,":[111],"who":[112],"will":[113],"benefit":[114],"areas":[119],"for":[120],"potential":[121],"future":[122],"research.":[123]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}