{"id":"https://openalex.org/W3165068894","doi":"https://doi.org/10.1007/978-3-030-75075-6_10","title":"An Empirical Study on Predictability of Software Code Smell Using Deep Learning Models","display_name":"An Empirical Study on Predictability of Software Code Smell Using Deep Learning Models","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3165068894","doi":"https://doi.org/10.1007/978-3-030-75075-6_10","mag":"3165068894"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-75075-6_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-75075-6_10","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2108.04659","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101643161","display_name":"Himanshu Gupta","orcid":"https://orcid.org/0000-0003-4799-5693"},"institutions":[{"id":"https://openalex.org/I4210101034","display_name":"Birla Institute of Technology and Science - Hyderabad Campus","ror":"https://ror.org/014ctt859","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101034","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Himanshu Gupta","raw_affiliation_strings":["BITS Pilani, Hyderabad Campus, Hyderabad, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani, Hyderabad Campus, Hyderabad, India","institution_ids":["https://openalex.org/I4210101034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051357206","display_name":"Tanmay Girish Kulkarni","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101034","display_name":"Birla Institute of Technology and Science - Hyderabad Campus","ror":"https://ror.org/014ctt859","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101034","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tanmay Girish Kulkarni","raw_affiliation_strings":["BITS Pilani, Hyderabad Campus, Hyderabad, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani, Hyderabad Campus, Hyderabad, India","institution_ids":["https://openalex.org/I4210101034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009512977","display_name":"Lov Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101034","display_name":"Birla Institute of Technology and Science - Hyderabad Campus","ror":"https://ror.org/014ctt859","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101034","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Lov Kumar","raw_affiliation_strings":["BITS Pilani, Hyderabad Campus, Hyderabad, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani, Hyderabad Campus, Hyderabad, India","institution_ids":["https://openalex.org/I4210101034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040291435","display_name":"Lalita Bhanu Murthy Neti","orcid":"https://orcid.org/0000-0002-9187-1869"},"institutions":[{"id":"https://openalex.org/I4210101034","display_name":"Birla Institute of Technology and Science - Hyderabad Campus","ror":"https://ror.org/014ctt859","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101034","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Lalita Bhanu Murthy Neti","raw_affiliation_strings":["BITS Pilani, Hyderabad Campus, Hyderabad, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani, Hyderabad Campus, Hyderabad, India","institution_ids":["https://openalex.org/I4210101034"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053327787","display_name":"Aneesh Krishna","orcid":"https://orcid.org/0000-0001-8637-5732"},"institutions":[{"id":"https://openalex.org/I205640436","display_name":"Curtin University","ror":"https://ror.org/02n415q13","country_code":"AU","type":"education","lineage":["https://openalex.org/I205640436"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Aneesh Krishna","raw_affiliation_strings":["Curtin University, Bentley, Australia"],"affiliations":[{"raw_affiliation_string":"Curtin University, Bentley, Australia","institution_ids":["https://openalex.org/I205640436"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101643161"],"corresponding_institution_ids":["https://openalex.org/I4210101034"],"apc_list":null,"apc_paid":null,"fwci":9.2713,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.98462245,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"120","last_page":"132"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9926000237464905,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9916999936103821,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7389519214630127},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6392549872398376},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6263964772224426},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5953935384750366},{"id":"https://openalex.org/keywords/code-smell","display_name":"Code smell","score":0.5171003341674805},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5130740404129028},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5129558444023132},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.5020346641540527},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.48091575503349304},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.44890090823173523},{"id":"https://openalex.org/keywords/predictability","display_name":"Predictability","score":0.4234652519226074},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.42197978496551514},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.33568403124809265},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.3089463412761688},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10772383213043213},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10322684049606323},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08803516626358032},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0775604248046875}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7389519214630127},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6392549872398376},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6263964772224426},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5953935384750366},{"id":"https://openalex.org/C133237599","wikidata":"https://www.wikidata.org/wiki/Q2295111","display_name":"Code smell","level":5,"score":0.5171003341674805},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5130740404129028},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5129558444023132},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.5020346641540527},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.48091575503349304},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.44890090823173523},{"id":"https://openalex.org/C197640229","wikidata":"https://www.wikidata.org/wiki/Q2534066","display_name":"Predictability","level":2,"score":0.4234652519226074},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.42197978496551514},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.33568403124809265},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.3089463412761688},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10772383213043213},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10322684049606323},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08803516626358032},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0775604248046875},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-75075-6_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-75075-6_10","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:2108.04659","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2108.04659","pdf_url":"https://arxiv.org/pdf/2108.04659","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2108.04659","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2108.04659","pdf_url":"https://arxiv.org/pdf/2108.04659","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.8399999737739563,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W649920412","https://openalex.org/W2001730430","https://openalex.org/W2010362022","https://openalex.org/W2044802063","https://openalex.org/W2072785870","https://openalex.org/W2089409887","https://openalex.org/W2104933073","https://openalex.org/W2106615747","https://openalex.org/W2148143831","https://openalex.org/W2160506632","https://openalex.org/W2185967890","https://openalex.org/W2277619875","https://openalex.org/W2792643794","https://openalex.org/W2908058835","https://openalex.org/W2910396952","https://openalex.org/W4214967332"],"related_works":["https://openalex.org/W2726467123","https://openalex.org/W2064726690","https://openalex.org/W4252678288","https://openalex.org/W2088986462","https://openalex.org/W3165221216","https://openalex.org/W4310113603","https://openalex.org/W4312047371","https://openalex.org/W4360985076","https://openalex.org/W4312046393","https://openalex.org/W4380568682"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
