{"id":"https://openalex.org/W4200603657","doi":"https://doi.org/10.1088/1742-6596/2134/1/012019","title":"Text-based Recommendation Systems for Software Developers: A Systematic Literature Review","display_name":"Text-based Recommendation Systems for Software Developers: A Systematic Literature Review","publication_year":2021,"publication_date":"2021-12-01","ids":{"openalex":"https://openalex.org/W4200603657","doi":"https://doi.org/10.1088/1742-6596/2134/1/012019"},"language":"en","primary_location":{"id":"doi:10.1088/1742-6596/2134/1/012019","doi":"https://doi.org/10.1088/1742-6596/2134/1/012019","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1742-6596/2134/1/012019","pdf_url":"https://iopscience.iop.org/article/10.1088/1742-6596/2134/1/012019/pdf","source":{"id":"https://openalex.org/S4210187594","display_name":"Journal of Physics Conference Series","issn_l":"1742-6588","issn":["1742-6588","1742-6596"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-40","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Physics: Conference Series","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://iopscience.iop.org/article/10.1088/1742-6596/2134/1/012019/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047633118","display_name":"Anna Gorb","orcid":"https://orcid.org/0000-0001-9699-9637","observed_orcids":["https://orcid.org/0000-0001-9699-9637"]},"institutions":[{"id":"https://openalex.org/I4210116741","display_name":"Innopolis University","ror":"https://ror.org/02b7jh107","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210116741"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Anna Gorb","raw_affiliation_strings":["Innopolis University, Innopolis, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Innopolis University, Innopolis, Russia","institution_ids":["https://openalex.org/I4210116741"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5047633118"],"corresponding_institution_ids":["https://openalex.org/I4210116741"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2134","issue":"1","first_page":"012019","last_page":"012019"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9833999872207642,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9833999872207642,"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/T10260","display_name":"Software Engineering Research","score":0.015200000256299973,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.000699999975040555,"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/software-developers","display_name":"software developers","score":0.8679999709129333},{"id":"https://openalex.org/keywords/text-preprocessing","display_name":"text preprocessing","score":0.7289999723434448},{"id":"https://openalex.org/keywords/tokenization","display_name":"tokenization","score":0.9950000047683716},{"id":"https://openalex.org/keywords/tf-idf","display_name":"TF-IDF","score":0.9990000128746033},{"id":"https://openalex.org/keywords/stop-word-removal","display_name":"stop word removal","score":0.9589999914169312},{"id":"https://openalex.org/keywords/recommendation-algorithms","display_name":"recommendation algorithms","score":0.8460000157356262},{"id":"https://openalex.org/keywords/code-completion","display_name":"code completion","score":0.9549999833106995},{"id":"https://openalex.org/keywords/developer-assistance","display_name":"developer assistance","score":0.34200000762939453}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8202484846115112},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7196801900863647},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.6991675496101379},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5833920240402222},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5554112195968628},{"id":"https://openalex.org/C176982825","wikidata":"https://www.wikidata.org/wiki/Q835922","display_name":"Lexical analysis","level":2,"score":0.5209758877754211},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.44111737608909607},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.4312227666378021},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.42613059282302856},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.38963499665260315},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3669654130935669},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3200226426124573},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.19105693697929382},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1663072109222412},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.14634999632835388}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1088/1742-6596/2134/1/012019","doi":"https://doi.org/10.1088/1742-6596/2134/1/012019","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1742-6596/2134/1/012019","pdf_url":"https://iopscience.iop.org/article/10.1088/1742-6596/2134/1/012019/pdf","source":{"id":"https://openalex.org/S4210187594","display_name":"Journal of Physics Conference Series","issn_l":"1742-6588","issn":["1742-6588","1742-6596"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-40","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Physics: Conference Series","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1088/1742-6596/2134/1/012019","doi":"https://doi.org/10.1088/1742-6596/2134/1/012019","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1742-6596/2134/1/012019","pdf_url":"https://iopscience.iop.org/article/10.1088/1742-6596/2134/1/012019/pdf","source":{"id":"https://openalex.org/S4210187594","display_name":"Journal of Physics Conference Series","issn_l":"1742-6588","issn":["1742-6588","1742-6596"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-40","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Physics: Conference Series","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[{"display_name":"Systematic Review","id":"https://openalex.org/study-designs/systematic-review"}],"awards":[{"id":"https://openalex.org/G183454021","display_name":null,"funder_award_id":"19-19-00623","funder_id":"https://openalex.org/F4320324099","funder_display_name":"Russian Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320324099","display_name":"Russian Science Foundation","ror":"https://ror.org/03y2gwe85"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200603657.pdf","grobid_xml":"https://content.openalex.org/works/W4200603657.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W182548396","https://openalex.org/W192361613","https://openalex.org/W1973515318","https://openalex.org/W1989367054","https://openalex.org/W1993743759","https://openalex.org/W2015366625","https://openalex.org/W2023923205","https://openalex.org/W2037019767","https://openalex.org/W2049186083","https://openalex.org/W2066725934","https://openalex.org/W2075962333","https://openalex.org/W2113351233","https://openalex.org/W2125502982","https://openalex.org/W2151187574","https://openalex.org/W2153155317","https://openalex.org/W2168817863","https://openalex.org/W2738381526","https://openalex.org/W2757363684","https://openalex.org/W2979307736","https://openalex.org/W3013592129","https://openalex.org/W3092829328","https://openalex.org/W3115599191","https://openalex.org/W3202622752"],"related_works":["https://openalex.org/W4224954781","https://openalex.org/W2294742457","https://openalex.org/W3200148315","https://openalex.org/W4225131776","https://openalex.org/W3133425135","https://openalex.org/W4384345683","https://openalex.org/W6910796948","https://openalex.org/W3011743887","https://openalex.org/W1497705929","https://openalex.org/W4213241898"],"abstract_inverted_index":{"Abstract":[0],"Purpose:":[1],"The":[2],"aim":[3],"of":[4,127,169,180],"this":[5,138],"SLR":[6],"is":[7,24,32],"to":[8,26,40],"look":[9],"at":[10,142,166],"recommendation":[11,173,187],"systems":[12,103,129,152],"which":[13,35,54,143,157],"receive":[14],"textual":[15,30],"information":[16,31],"as":[17,58,69],"an":[18],"input.":[19],"By":[20],"analysing":[21],"them":[22],"it":[23,76],"possible":[25],"understand":[27],"how":[28],"the":[29,45,61,80,117,123,149,159,167],"preprocessed":[33],"and":[34,63,89,113,133,156],"algorithms":[36,97,170],"are":[37,86,130,146,158,182],"then":[38],"used":[39,83,147],"generate":[41],"recommendations.":[42],"Methods:":[43],"With":[44,137],"Search":[46],"Query":[47],"I":[48,92,120,140,162,176],"frst":[49],"identifed":[50],"487":[51],"papers,":[52],"from":[53],"65":[55],"were":[56],"removed":[57],"duplicates.":[59],"After":[60],"IC":[62],"EC":[64],"application,":[65],"28":[66],"articles":[67],"remained":[68],"relevant.":[70],"Results:":[71],"From":[72],"these":[73,185],"articles\u2019":[74],"analysis,":[75],"was":[77],"found":[78,121],"that":[79,95,122],"most":[81,124,160],"commonly":[82],"pre-processing":[84,144],"techniques":[85,145],"tokenization,":[87],"TF-IDF,":[88],"stopwords":[90],"removal.":[91],"also":[93,164],"determined":[94],"all":[96],"for":[98,153,171],"suggestions":[99],"generation":[100],"in":[101,148],"such":[102,128,172],"can":[104],"be":[105],"divided":[106],"into":[107],"4":[108],"categories:":[109],"classifcation,":[110],"ranking,":[111],"clustering,":[112],"heuristic-based":[114],"algorithms.":[115],"In":[116],"last":[118],"step":[119],"frequent":[125],"output":[126],"API,":[131],"code,":[132],"workers":[134],"suggestions.":[135],"Conclusion:":[136],"work,":[139],"looked":[141,165],"text-based":[150,186],"recommender":[151],"software":[154],"developers":[155],"common.":[161],"have":[163],"classifcation":[168],"systems.":[174,188],"Finally,":[175],"considered":[177],"what":[178],"kind":[179],"objects":[181],"recommended":[183],"by":[184]},"counts_by_year":[],"updated_date":"2026-10-18T09:31:52.927876","created_date":"2021-12-31T00:00:00"}