{"id":"https://openalex.org/W4408273355","doi":"https://doi.org/10.1007/s11334-025-00601-9","title":"SDC-estimator: an effectual software defect count estimation technique for the upcoming version of software project","display_name":"SDC-estimator: an effectual software defect count estimation technique for the upcoming version of software project","publication_year":2025,"publication_date":"2025-03-10","ids":{"openalex":"https://openalex.org/W4408273355","doi":"https://doi.org/10.1007/s11334-025-00601-9"},"language":"en","primary_location":{"id":"doi:10.1007/s11334-025-00601-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11334-025-00601-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11334-025-00601-9.pdf","source":{"id":"https://openalex.org/S151239915","display_name":"Innovations in Systems and Software Engineering","issn_l":"1614-5046","issn":["1614-5046","1614-5054"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Innovations in Systems and Software Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11334-025-00601-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070178656","display_name":"Sushant Kumar Pandey","orcid":"https://orcid.org/0000-0003-1882-2435"},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["IN","NL"],"is_corresponding":true,"raw_author_name":"Sushant Kumar Pandey","raw_affiliation_strings":["Faculty of Science and Engineering, University of Groningen, 9747 AG, Groningen, Netherlands","Indian Institute of Technology (BHU), Vararanasi, 221001, India"],"affiliations":[{"raw_affiliation_string":"Faculty of Science and Engineering, University of Groningen, 9747 AG, Groningen, Netherlands","institution_ids":["https://openalex.org/I169381384"]},{"raw_affiliation_string":"Indian Institute of Technology (BHU), Vararanasi, 221001, India","institution_ids":["https://openalex.org/I56404289"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046961815","display_name":"Anil Kumar Tripathi","orcid":"https://orcid.org/0000-0001-5662-3344"},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anil Kumar Tripathi","raw_affiliation_strings":["Indian Institute of Technology (BHU), Vararanasi, 221001, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology (BHU), Vararanasi, 221001, India","institution_ids":["https://openalex.org/I56404289"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5070178656"],"corresponding_institution_ids":["https://openalex.org/I169381384","https://openalex.org/I56404289"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2790},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2790},"fwci":3.389,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89792602,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"21","issue":"4","first_page":"1363","last_page":"1398"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9994000196456909,"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":0.9962999820709229,"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/estimator","display_name":"Estimator","score":0.6551179885864258},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6203902959823608},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.5171034336090088},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5003442764282227},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.42703500390052795},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.39669543504714966},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37417322397232056},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3443976044654846},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.32743704319000244},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27648067474365234},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.21295347809791565},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19873303174972534},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.09541955590248108}],"concepts":[{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.6551179885864258},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6203902959823608},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.5171034336090088},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5003442764282227},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.42703500390052795},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.39669543504714966},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37417322397232056},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3443976044654846},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.32743704319000244},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27648067474365234},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.21295347809791565},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19873303174972534},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.09541955590248108}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s11334-025-00601-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11334-025-00601-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11334-025-00601-9.pdf","source":{"id":"https://openalex.org/S151239915","display_name":"Innovations in Systems and Software Engineering","issn_l":"1614-5046","issn":["1614-5046","1614-5054"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Innovations in Systems and Software Engineering","raw_type":"journal-article"},{"id":"pmh:oai:pure.rug.nl:openaire/c6ce2731-dd70-4e87-baba-46546118bfa6","is_oa":true,"landing_page_url":"https://research.rug.nl/en/publications/c6ce2731-dd70-4e87-baba-46546118bfa6","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pandey, S K & Tripathi, A K 2025, 'SDC-estimator : an effectual software defect count estimation technique for the upcoming version of software project', Innovations in Systems and Software Engineering, vol. 21, pp. 1363-1398. https://doi.org/10.1007/s11334-025-00601-9","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.rug.nl:publications/c6ce2731-dd70-4e87-baba-46546118bfa6","is_oa":true,"landing_page_url":"https://hdl.handle.net/11370/c6ce2731-dd70-4e87-baba-46546118bfa6","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Pandey, S K & Tripathi, A K 2025, 'SDC-estimator : an effectual software defect count estimation technique for the upcoming version of software project', Innovations in Systems and Software Engineering, vol. 21, pp. 1363-1398. https://doi.org/10.1007/s11334-025-00601-9","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1007/s11334-025-00601-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11334-025-00601-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11334-025-00601-9.pdf","source":{"id":"https://openalex.org/S151239915","display_name":"Innovations in Systems and Software Engineering","issn_l":"1614-5046","issn":["1614-5046","1614-5054"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Innovations in Systems and Software Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4408273355.pdf"},"referenced_works_count":89,"referenced_works":["https://openalex.org/W1557418592","https://openalex.org/W1655956671","https://openalex.org/W1881549354","https://openalex.org/W1902482618","https://openalex.org/W1928906481","https://openalex.org/W1980201834","https://openalex.org/W1980851144","https://openalex.org/W1992345889","https://openalex.org/W1995707033","https://openalex.org/W1998661617","https://openalex.org/W2024209326","https://openalex.org/W2024223694","https://openalex.org/W2029123435","https://openalex.org/W2038464048","https://openalex.org/W2045116160","https://openalex.org/W2056601071","https://openalex.org/W2061500927","https://openalex.org/W2064675550","https://openalex.org/W2069143585","https://openalex.org/W2073767361","https://openalex.org/W2074805796","https://openalex.org/W2091432990","https://openalex.org/W2120457925","https://openalex.org/W2126626812","https://openalex.org/W2130883460","https://openalex.org/W2131774270","https://openalex.org/W2133300800","https://openalex.org/W2136234086","https://openalex.org/W2147105902","https://openalex.org/W2159610968","https://openalex.org/W2164117960","https://openalex.org/W2194775991","https://openalex.org/W2262371165","https://openalex.org/W2276400542","https://openalex.org/W2302881059","https://openalex.org/W2312398278","https://openalex.org/W2497047467","https://openalex.org/W2498672755","https://openalex.org/W2528160956","https://openalex.org/W2585284977","https://openalex.org/W2613328025","https://openalex.org/W2735995639","https://openalex.org/W2742229469","https://openalex.org/W2743316948","https://openalex.org/W2772617084","https://openalex.org/W2799020610","https://openalex.org/W2805336445","https://openalex.org/W2809307135","https://openalex.org/W2809761809","https://openalex.org/W2884971888","https://openalex.org/W2895067255","https://openalex.org/W2896871833","https://openalex.org/W2963954913","https://openalex.org/W2964139507","https://openalex.org/W2983209690","https://openalex.org/W2994099454","https://openalex.org/W2998581331","https://openalex.org/W3015641005","https://openalex.org/W3016508857","https://openalex.org/W3034708533","https://openalex.org/W3043547428","https://openalex.org/W3087938565","https://openalex.org/W3119533254","https://openalex.org/W3130692359","https://openalex.org/W3135553079","https://openalex.org/W3157358500","https://openalex.org/W3168524882","https://openalex.org/W3195213890","https://openalex.org/W3195401166","https://openalex.org/W3197969440","https://openalex.org/W3202114812","https://openalex.org/W3208624098","https://openalex.org/W4244238212","https://openalex.org/W4245807786","https://openalex.org/W4291213652","https://openalex.org/W4292260879","https://openalex.org/W4298623673","https://openalex.org/W4304688778","https://openalex.org/W4320717680","https://openalex.org/W4364355697","https://openalex.org/W4384026611","https://openalex.org/W4385442674","https://openalex.org/W4385556557","https://openalex.org/W4390323140","https://openalex.org/W4391582487","https://openalex.org/W4400681661","https://openalex.org/W6604444065","https://openalex.org/W6607775392","https://openalex.org/W6726335300"],"related_works":["https://openalex.org/W4287880334","https://openalex.org/W4366700029","https://openalex.org/W4285230481","https://openalex.org/W4385769873","https://openalex.org/W4396824790","https://openalex.org/W4281634296","https://openalex.org/W4319161863","https://openalex.org/W2371687270","https://openalex.org/W4311888330","https://openalex.org/W2621101275"],"abstract_inverted_index":{"Abstract":[0],"Estimating":[1],"the":[2,11,16,33,45,54,64,69,85,90,135,146,150,157,160,165,168,214,221,259,262,278],"number":[3,34,65,86],"of":[4,19,35,40,44,66,72,87,93,149,159,167,185,190,205,216,261,271,273],"defects":[5,36,67,88],"in":[6,24,37,52,68,89,121,182,202],"a":[7,41,60,73,94,99,142,285],"software":[8,46,74,95,128,152],"project":[9],"before":[10],"testing":[12,26],"phase":[13],"can":[14],"reduce":[15],"enormous":[17],"amount":[18],"development":[20,55],"cost":[21],"and":[22,29,112,130,153,173,187,196,241,247,254,282],"help":[23],"allocating":[25],"resources":[27],"optimally":[28],"efficiently.":[30],"However,":[31],"estimating":[32,63],"each":[38],"module":[39],"successive":[42,70],"version":[43,71,92],"system":[47],"will":[48],"be":[49],"more":[50],"efficient":[51],"minimizing":[53],"cost.":[56],"The":[57,76,235],"article":[58],"proposed":[59,98,123,161,222,236,263],"method":[61],"for":[62,156],"system.":[75,96],"Cross":[77],"Version":[78],"Defect":[79,105],"Count":[80,106],"Estimation":[81],"(CVDCE)":[82],"technique":[83],"estimates":[84],"next":[91],"We":[97,109,125,163,179,211,257],"new":[100],"CVDCE":[101],"model":[102,223,237,264],"named":[103],"Software":[104],"Estimator":[107],"(SDC-Estimator).":[108],"utilized":[110],"Long":[111],"Short":[113],"Term":[114],"Memory":[115],"along":[116],"with":[117,170],"Attention":[118],"layer":[119],"architecture":[120],"our":[122],"model.":[124,162],"used":[126,154],"seven":[127,186,191,206,226,291],"projects":[129,227],"their":[131],"existing":[132],"versions":[133,148],"from":[134,145],"PROMISE":[136],"repository.":[137],"First,":[138],"we":[139],"have":[140],"created":[141],"meta-content":[143],"dataset":[144],"different":[147],"same":[151],"it":[155,283],"training":[158],"compared":[164,231],"performance":[166,217],"SDC-Estimator":[169],"fourteen":[171],"baseline":[172,233],"three":[174],"state-of-the-art":[175],"deep":[176],"learning":[177],"methods.":[178,234],"found,":[180],"that":[181],"six":[183],"out":[184,189,204],"four":[188],"projects,":[192],"MAE":[193],"is":[194,198,209,228],"lowermost,":[195],"accuracy":[197],"higher":[199],"respectively,":[200,250],"whereas,":[201],"two":[203],"software,":[207],"MSE":[208],"minimum.":[210],"also":[212],"found":[213],"mean":[215],"measures":[218],"produced":[219],"by":[220,268],"across":[224,289],"all":[225,290],"most":[229,276],"optimal":[230],"to":[232,251],"tackles":[238],"class":[239],"imbalance":[240],"overfitting":[242],"problems":[243],"using":[244],"random":[245],"oversampling":[246],"dropout":[248],"regularization,":[249],"produce":[252],"fair":[253],"unbiased":[255],"results.":[256],"observed":[258],"improvement":[260],"on":[265],"benchmark":[266],"techniques":[267],"inspecting":[269],"20%":[270],"lines":[272],"code.":[274],"In":[275],"situations,":[277],"improvements":[279],"are":[280],"significant,":[281],"has":[284],"large":[286],"effect":[287],"size":[288],"projects.":[292]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-21T08:13:44.787528","created_date":"2025-10-10T00:00:00"}
