{"id":"https://openalex.org/W4206479390","doi":"https://doi.org/10.1109/ict4da53266.2021.9672235","title":"Identification of Architecturally Significant Non-Functional Requirement","display_name":"Identification of Architecturally Significant Non-Functional Requirement","publication_year":2021,"publication_date":"2021-11-22","ids":{"openalex":"https://openalex.org/W4206479390","doi":"https://doi.org/10.1109/ict4da53266.2021.9672235"},"language":"en","primary_location":{"id":"doi:10.1109/ict4da53266.2021.9672235","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ict4da53266.2021.9672235","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Information and Communication Technology for Development for Africa (ICT4DA)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5012268514","display_name":"Esmael Mohammed","orcid":null},"institutions":[{"id":"https://openalex.org/I57092466","display_name":"Bahir Dar University","ror":"https://ror.org/01670bg46","country_code":"ET","type":"education","lineage":["https://openalex.org/I57092466"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Esmael Mohammed","raw_affiliation_strings":["Faculty of Computing, Bahir Dar Institute of Technology, Bahir Dar University, Bahir Dar, Ethiopia","ICT4D Research Center, Bahir Dar Institute of Technology, Bahir Dar, Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing, Bahir Dar Institute of Technology, Bahir Dar University, Bahir Dar, Ethiopia","institution_ids":["https://openalex.org/I57092466"]},{"raw_affiliation_string":"ICT4D Research Center, Bahir Dar Institute of Technology, Bahir Dar, Ethiopia","institution_ids":["https://openalex.org/I57092466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079210242","display_name":"Esubalew Alemneh","orcid":"https://orcid.org/0000-0002-1970-3537"},"institutions":[{"id":"https://openalex.org/I57092466","display_name":"Bahir Dar University","ror":"https://ror.org/01670bg46","country_code":"ET","type":"education","lineage":["https://openalex.org/I57092466"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Esubalew Alemneh","raw_affiliation_strings":["ICT4D Research Center, Bahir Dar Institute of Technology, Bahir Dar, Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICT4D Research Center, Bahir Dar Institute of Technology, Bahir Dar, Ethiopia","institution_ids":["https://openalex.org/I57092466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I57092466"],"apc_list":null,"apc_paid":null,"fwci":0.767,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72954768,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"24","last_page":"29"},"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.9986000061035156,"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/computer-science","display_name":"Computer science","score":0.7790440320968628},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.721605658531189},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6128508448600769},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6124706268310547},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5939059853553772},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.5437880158424377},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.5368865728378296},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4952217638492584},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.44531917572021484},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"Hyperparameter optimization","score":0.43617355823516846},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4350828230381012},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.4148578643798828},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2vec","score":0.41063764691352844},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.21589544415473938},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08954015374183655}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7790440320968628},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.721605658531189},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6128508448600769},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6124706268310547},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5939059853553772},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.5437880158424377},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.5368865728378296},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4952217638492584},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.44531917572021484},{"id":"https://openalex.org/C10485038","wikidata":"https://www.wikidata.org/wiki/Q48996162","display_name":"Hyperparameter optimization","level":3,"score":0.43617355823516846},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4350828230381012},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.4148578643798828},{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.41063764691352844},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.21589544415473938},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08954015374183655},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ict4da53266.2021.9672235","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ict4da53266.2021.9672235","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Information and Communication Technology for Development for Africa (ICT4DA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.46000000834465027},{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W78159581","https://openalex.org/W1501735080","https://openalex.org/W1538385991","https://openalex.org/W1932558065","https://openalex.org/W1989436359","https://openalex.org/W2030951679","https://openalex.org/W2044631171","https://openalex.org/W2053107757","https://openalex.org/W2133939589","https://openalex.org/W2488957529","https://openalex.org/W2545041271","https://openalex.org/W2613509760","https://openalex.org/W2946678736","https://openalex.org/W2996713668","https://openalex.org/W3093789104","https://openalex.org/W4253030222","https://openalex.org/W4289293306"],"related_works":["https://openalex.org/W2953665647","https://openalex.org/W4205712847","https://openalex.org/W4281646320","https://openalex.org/W3169687406","https://openalex.org/W2954882791","https://openalex.org/W4287818966","https://openalex.org/W4388119537","https://openalex.org/W3014750173","https://openalex.org/W3192751261","https://openalex.org/W3200811867"],"abstract_inverted_index":{"Software":[0,7],"requirements":[1,13,88,131],"which":[2,90],"are":[3,9,175],"significant":[4,12,129],"for":[5,64,124,133,198,244],"designing":[6],"architecture":[8,23],"called":[10],"architecturally":[11,128],"(ASR).":[14],"If":[15],"ASR":[16,71],"is":[17,61],"not":[18,25],"correctly":[19],"identified,":[20],"the":[21,33,43,47,51,58,80,95,103,125,138,179,202,242,245],"resulting":[22],"will":[24],"be":[26],"good.":[27],"Wrongly":[28],"designed":[29],"software":[30,166],"can't":[31],"achieve":[32],"desired":[34],"goal":[35],"and":[36,38,68,156,165,192,200,214,218,222,227,232],"quality,":[37],"this":[39,115],"eventually":[40],"lead":[41],"to":[42,50,112,177],"complete":[44],"failure":[45],"of":[46,70,107,127,182,184,247],"software.":[48],"Due":[49],"complex":[52,62],"behaviors":[53],"behind":[54],"architectural":[55],"requirements,":[56],"identifying":[57],"correct":[59],"requirement":[60],"even":[63],"experienced":[65],"architects.":[66],"Identification":[67],"classification":[69],"using":[72,160,210,220,229],"machine":[73,121,146,151],"learning":[74,122,147],"algorithms":[75],"have":[76,91,99,118,187],"been":[77],"reported":[78],"in":[79,216],"past.":[81],"However,":[82],"their":[83],"work":[84],"didn't":[85],"include":[86],"Non-functional":[87],"(NFR)":[89],"more":[92],"impact":[93],"than":[94],"ordinary":[96],"NFR":[97,108],"that":[98],"little":[100],"effect":[101],"on":[102],"architecture.":[104],"The":[105,141],"significancy":[106],"vary":[109],"from":[110,137],"system":[111,136],"system.":[113],"In":[114],"study,":[116],"we":[117],"built":[119],"a":[120,134],"model":[123,143,206],"identification":[126,205,246],"non-functional":[130],"(ASNFR)":[132],"real-time":[135],"SRS":[139],"document.":[140],"proposed":[142],"used":[144,176,193],"three":[145],"techniques:":[148],"support":[149],"vectored":[150],"(SVM),":[152],"Naive":[153],"Bayes":[154],"(NB),":[155],"K-Nearest":[157],"Neighbor":[158],"(KNN)":[159],"feature":[161],"extraction":[162],"techniques":[163,174],"TF-IDF":[164,213,221,240],"engineering":[167],"pre-trained":[168,235],"word2vec":[169,236],"model.":[170,203],"Grid":[171],"search":[172],"cross-validation":[173,197],"tune":[178],"optimal":[180],"value":[181],"hyperparameters":[183],"algorithms.":[185],"We":[186],"prepared":[188],"our":[189],"own":[190],"dataset":[191],"10":[194],"fold":[195],"stratified":[196],"evaluating":[199],"comparing":[201],"ASNFR":[204],"predicts":[207,224],"88%":[208],"accuracy":[209],"SVM":[211,238],"with":[212,234,239],"87%":[215],"NB":[217],"KNN":[219,233],"it":[223],"73%,":[225],"70%,":[226],"75%":[228],"SVM,":[230],"NB,":[231],"respectively.":[237],"outperforms":[241],"others":[243],"ASNFR.":[248]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
