{"id":"https://openalex.org/W2339440133","doi":"https://doi.org/10.1145/2896387.2900324","title":"Software Defect Prediction Using Feature Space Transformation","display_name":"Software Defect Prediction Using Feature Space Transformation","publication_year":2016,"publication_date":"2016-03-22","ids":{"openalex":"https://openalex.org/W2339440133","doi":"https://doi.org/10.1145/2896387.2900324","mag":"2339440133"},"language":"en","primary_location":{"id":"doi:10.1145/2896387.2900324","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2896387.2900324","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Internet of things and Cloud Computing","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/A5100647525","display_name":"Md. Habibur Rahman","orcid":"https://orcid.org/0000-0002-3937-8444"},"institutions":[{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]},{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]}],"countries":["BD","PK"],"is_corresponding":true,"raw_author_name":"Md. Habibur Rahman","raw_affiliation_strings":["Institute of Information Technology, University of Dhaka"],"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, University of Dhaka","institution_ids":["https://openalex.org/I205746353","https://openalex.org/I1323252656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051592512","display_name":"Sadia Sharmin","orcid":"https://orcid.org/0000-0002-5783-6242"},"institutions":[{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]},{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]}],"countries":["BD","PK"],"is_corresponding":false,"raw_author_name":"Sadia Sharmin","raw_affiliation_strings":["Institute of Information Technology, University of Dhaka"],"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, University of Dhaka","institution_ids":["https://openalex.org/I205746353","https://openalex.org/I1323252656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089659476","display_name":"Sheikh Muhammad Sarwar","orcid":"https://orcid.org/0000-0003-4820-9201"},"institutions":[{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]},{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]}],"countries":["BD","PK"],"is_corresponding":false,"raw_author_name":"Sheikh Muhammad Sarwar","raw_affiliation_strings":["Institute of Information Technology, University of Dhaka"],"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, University of Dhaka","institution_ids":["https://openalex.org/I205746353","https://openalex.org/I1323252656"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111187876","display_name":"Mohammad Shoyaib","orcid":null},"institutions":[{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]},{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]}],"countries":["BD","PK"],"is_corresponding":false,"raw_author_name":"Mohammad Shoyaib","raw_affiliation_strings":["Institute of Information Technology, University of Dhaka"],"affiliations":[{"raw_affiliation_string":"Institute of Information Technology, University of Dhaka","institution_ids":["https://openalex.org/I205746353","https://openalex.org/I1323252656"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100647525"],"corresponding_institution_ids":["https://openalex.org/I1323252656","https://openalex.org/I205746353"],"apc_list":null,"apc_paid":null,"fwci":1.9905,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.89113839,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":1.0,"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":1.0,"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":0.9993000030517578,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7208674550056458},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.6758648753166199},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6330326199531555},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6067255735397339},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5646164417266846},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5632296800613403},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5213267207145691},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.49244317412376404},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.4884833097457886},{"id":"https://openalex.org/keywords/histogram","display_name":"Histogram","score":0.48394137620925903},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.47286105155944824},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.465492844581604},{"id":"https://openalex.org/keywords/data-transformation","display_name":"Data transformation","score":0.4532909393310547},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.42032352089881897},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3905518651008606},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15276223421096802},{"id":"https://openalex.org/keywords/data-warehouse","display_name":"Data warehouse","score":0.09593704342842102},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09388941526412964}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7208674550056458},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.6758648753166199},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6330326199531555},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6067255735397339},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5646164417266846},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5632296800613403},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5213267207145691},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.49244317412376404},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.4884833097457886},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.48394137620925903},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.47286105155944824},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.465492844581604},{"id":"https://openalex.org/C150670458","wikidata":"https://www.wikidata.org/wiki/Q4272815","display_name":"Data transformation","level":3,"score":0.4532909393310547},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.42032352089881897},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3905518651008606},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15276223421096802},{"id":"https://openalex.org/C135572916","wikidata":"https://www.wikidata.org/wiki/Q193351","display_name":"Data warehouse","level":2,"score":0.09593704342842102},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09388941526412964},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2896387.2900324","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2896387.2900324","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Internet of things and Cloud Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1545453017","https://openalex.org/W1565752230","https://openalex.org/W1971109640","https://openalex.org/W2026158579","https://openalex.org/W2037691959","https://openalex.org/W2040900804","https://openalex.org/W2043683548","https://openalex.org/W2072858195","https://openalex.org/W2074684359","https://openalex.org/W2080521990","https://openalex.org/W2090183566","https://openalex.org/W2098340665","https://openalex.org/W2099919734","https://openalex.org/W2101008678","https://openalex.org/W2103333826","https://openalex.org/W2112658968","https://openalex.org/W2122195835","https://openalex.org/W2124961556","https://openalex.org/W2126626812","https://openalex.org/W2127623179","https://openalex.org/W2133894309","https://openalex.org/W2134380836","https://openalex.org/W2160958420","https://openalex.org/W2164627280","https://openalex.org/W2397092005","https://openalex.org/W3005526988","https://openalex.org/W6660805959"],"related_works":["https://openalex.org/W2591697403","https://openalex.org/W2953716828","https://openalex.org/W2904857019","https://openalex.org/W2944728705","https://openalex.org/W3011538607","https://openalex.org/W2904022177","https://openalex.org/W2359348847","https://openalex.org/W4321441197","https://openalex.org/W4294432981","https://openalex.org/W4320013596"],"abstract_inverted_index":{"In":[0,55],"software":[1,5,23],"quality":[2],"estimation":[3],"research,":[4],"defect":[6,13,74],"prediction":[7,14,75],"is":[8,16,101],"a":[9,20,36,50,61,68,79],"key":[10],"topic.":[11],"A":[12],"model":[15,47],"generally":[17],"constructed":[18],"using":[19,88,103],"variety":[21],"of":[22,40,44],"attributes":[24,45],"and":[25,84,112],"each":[26],"attribute":[27],"may":[28],"have":[29,59],"positive,":[30],"negative":[31],"or":[32],"neutral":[33],"effect":[34],"on":[35],"specific":[37],"model.":[38],"Selection":[39],"an":[41],"optimal":[42],"set":[43],"for":[46],"development":[48],"remains":[49],"vital":[51],"yet":[52],"unexplored":[53],"issue.":[54],"this":[56],"paper,":[57],"we":[58],"introduced":[60],"new":[62],"feature":[63,80],"space":[64,81],"transformation":[65,82],"process":[66],"with":[67,93],"normalization":[69],"technique":[70,83],"to":[71],"improve":[72],"the":[73,86,104],"accuracy.":[76,117],"We":[77],"proposed":[78,99],"classify":[85],"instances":[87],"Support":[89],"Vector":[90],"Machine":[91],"(SVM)":[92],"its":[94,113],"histogram":[95],"intersection":[96],"kernel.":[97],"The":[98],"method":[100],"evaluated":[102],"data":[105,110],"sets":[106],"from":[107],"NASA":[108],"metric":[109],"repository":[111],"application":[114],"demonstrates":[115],"acceptable":[116]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
