Software Quality Assesment using COCOMO II Metrics with ABC and NN Article Swipe
Naveen Malik
,
Sandip Kumar Goyal
,
Vinisha Malik
·
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.35940/ijeat.c5633.029320
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.35940/ijeat.c5633.029320
Time, cost and quality predictions are the key aspects of any software development system. Loses that result due to wrong estimations may lead to irresistible damage. It is observed that a badly estimated project always results into a bad quality output as the efforts are put in the wrong direction. In the present study, author proposed ABC-COCOMO-II as a new model and tried to enhance the extent of accuracy in effort quality assessment through effort estimation. In the proposed model author combined the strengths of COCOMO-II (Constructive Cost Model) with the Artificial Bee Colony (ABC) and Neural Network (NN). In the present work, ABC algorithm is used to select the best solution, NN is used for the classification purpose to improve the quality estimation using COCOMO-II. The results are compared and evaluated with the pre-existing effort estimation models. The simulation results had shown that the proposed combination outperformed in terms of quality estimation with small variation of 5-10% in comparison to the actual effort, which further leads to betterment of the quality. More than 90% projects results into high quality output for the proposed algorithmic architecture.
Related Topics
Concepts
COCOMO
Computer science
Quality (philosophy)
Constructive
Software
Estimation
Key (lock)
Artificial neural network
Data mining
Artificial intelligence
Operations research
Machine learning
Reliability engineering
Software development
Engineering
Systems engineering
Process (computing)
Software construction
Operating system
Epistemology
Programming language
Computer security
Philosophy
Metadata
- Type
- article
- Language
- en
- Landing Page
- http://doi.org/10.35940/ijeat.c5633.029320
- https://doi.org/10.35940/ijeat.c5633.029320
- OA Status
- diamond
- References
- 10
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W3208818056
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W3208818056Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.35940/ijeat.c5633.029320Digital Object Identifier
- Title
-
Software Quality Assesment using COCOMO II Metrics with ABC and NNWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2020Year of publication
- Publication date
-
2020-02-28Full publication date if available
- Authors
-
Naveen Malik, Sandip Kumar Goyal, Vinisha MalikList of authors in order
- Landing page
-
https://doi.org/10.35940/ijeat.c5633.029320Publisher landing page
- PDF URL
-
https://doi.org/10.35940/ijeat.c5633.029320Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
diamondOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.35940/ijeat.c5633.029320Direct OA link when available
- Concepts
-
COCOMO, Computer science, Quality (philosophy), Constructive, Software, Estimation, Key (lock), Artificial neural network, Data mining, Artificial intelligence, Operations research, Machine learning, Reliability engineering, Software development, Engineering, Systems engineering, Process (computing), Software construction, Operating system, Epistemology, Programming language, Computer security, PhilosophyTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
0Total citation count in OpenAlex
- References (count)
-
10Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W3208818056 |
|---|---|
| doi | https://doi.org/10.35940/ijeat.c5633.029320 |
| ids.doi | https://doi.org/10.35940/ijeat.c5633.029320 |
| ids.mag | 3208818056 |
| ids.openalex | https://openalex.org/W3208818056 |
| fwci | 0.0 |
| type | article |
| title | Software Quality Assesment using COCOMO II Metrics with ABC and NN |
| biblio.issue | 3 |
| biblio.volume | 9 |
| biblio.last_page | 2988 |
| biblio.first_page | 2982 |
| topics[0].id | https://openalex.org/T10260 |
| topics[0].field.id | https://openalex.org/fields/17 |
| topics[0].field.display_name | Computer Science |
| topics[0].score | 0.9998000264167786 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/1710 |
| topics[0].subfield.display_name | Information Systems |
| topics[0].display_name | Software Engineering Research |
| topics[1].id | https://openalex.org/T12423 |
| topics[1].field.id | https://openalex.org/fields/17 |
| topics[1].field.display_name | Computer Science |
| topics[1].score | 0.9957000017166138 |
| topics[1].domain.id | https://openalex.org/domains/3 |
| topics[1].domain.display_name | Physical Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/1712 |
| topics[1].subfield.display_name | Software |
| topics[1].display_name | Software Reliability and Analysis Research |
| topics[2].id | https://openalex.org/T10430 |
| topics[2].field.id | https://openalex.org/fields/17 |
| topics[2].field.display_name | Computer Science |
| topics[2].score | 0.9941999912261963 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/1710 |
| topics[2].subfield.display_name | Information Systems |
| topics[2].display_name | Software Engineering Techniques and Practices |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C53238903 |
| concepts[0].level | 5 |
| concepts[0].score | 0.9860327243804932 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q1023952 |
| concepts[0].display_name | COCOMO |
| concepts[1].id | https://openalex.org/C41008148 |
| concepts[1].level | 0 |
| concepts[1].score | 0.6908127069473267 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[1].display_name | Computer science |
| concepts[2].id | https://openalex.org/C2779530757 |
| concepts[2].level | 2 |
| concepts[2].score | 0.6528835892677307 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q1207505 |
| concepts[2].display_name | Quality (philosophy) |
| concepts[3].id | https://openalex.org/C2778701210 |
| concepts[3].level | 3 |
| concepts[3].score | 0.6378178596496582 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q28130034 |
| concepts[3].display_name | Constructive |
| concepts[4].id | https://openalex.org/C2777904410 |
| concepts[4].level | 2 |
| concepts[4].score | 0.5373029112815857 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q7397 |
| concepts[4].display_name | Software |
| concepts[5].id | https://openalex.org/C96250715 |
| concepts[5].level | 2 |
| concepts[5].score | 0.49055641889572144 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q965330 |
| concepts[5].display_name | Estimation |
| concepts[6].id | https://openalex.org/C26517878 |
| concepts[6].level | 2 |
| concepts[6].score | 0.45827412605285645 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q228039 |
| concepts[6].display_name | Key (lock) |
| concepts[7].id | https://openalex.org/C50644808 |
| concepts[7].level | 2 |
| concepts[7].score | 0.4254826009273529 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q192776 |
| concepts[7].display_name | Artificial neural network |
| concepts[8].id | https://openalex.org/C124101348 |
| concepts[8].level | 1 |
| concepts[8].score | 0.3933001458644867 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q172491 |
| concepts[8].display_name | Data mining |
| concepts[9].id | https://openalex.org/C154945302 |
| concepts[9].level | 1 |
| concepts[9].score | 0.3553791642189026 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q11660 |
| concepts[9].display_name | Artificial intelligence |
| concepts[10].id | https://openalex.org/C42475967 |
| concepts[10].level | 1 |
| concepts[10].score | 0.33715301752090454 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q194292 |
| concepts[10].display_name | Operations research |
| concepts[11].id | https://openalex.org/C119857082 |
| concepts[11].level | 1 |
| concepts[11].score | 0.3259631395339966 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q2539 |
| concepts[11].display_name | Machine learning |
| concepts[12].id | https://openalex.org/C200601418 |
| concepts[12].level | 1 |
| concepts[12].score | 0.32331544160842896 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q2193887 |
| concepts[12].display_name | Reliability engineering |
| concepts[13].id | https://openalex.org/C529173508 |
| concepts[13].level | 3 |
| concepts[13].score | 0.21868160367012024 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q638608 |
| concepts[13].display_name | Software development |
| concepts[14].id | https://openalex.org/C127413603 |
| concepts[14].level | 0 |
| concepts[14].score | 0.13435035943984985 |
| concepts[14].wikidata | https://www.wikidata.org/wiki/Q11023 |
| concepts[14].display_name | Engineering |
| concepts[15].id | https://openalex.org/C201995342 |
| concepts[15].level | 1 |
| concepts[15].score | 0.13268545269966125 |
| concepts[15].wikidata | https://www.wikidata.org/wiki/Q682496 |
| concepts[15].display_name | Systems engineering |
| concepts[16].id | https://openalex.org/C98045186 |
| concepts[16].level | 2 |
| concepts[16].score | 0.11214417219161987 |
| concepts[16].wikidata | https://www.wikidata.org/wiki/Q205663 |
| concepts[16].display_name | Process (computing) |
| concepts[17].id | https://openalex.org/C186846655 |
| concepts[17].level | 4 |
| concepts[17].score | 0.06304770708084106 |
| concepts[17].wikidata | https://www.wikidata.org/wiki/Q3398377 |
| concepts[17].display_name | Software construction |
| concepts[18].id | https://openalex.org/C111919701 |
| concepts[18].level | 1 |
| concepts[18].score | 0.0 |
| concepts[18].wikidata | https://www.wikidata.org/wiki/Q9135 |
| concepts[18].display_name | Operating system |
| concepts[19].id | https://openalex.org/C111472728 |
| concepts[19].level | 1 |
| concepts[19].score | 0.0 |
| concepts[19].wikidata | https://www.wikidata.org/wiki/Q9471 |
| concepts[19].display_name | Epistemology |
| concepts[20].id | https://openalex.org/C199360897 |
| concepts[20].level | 1 |
| concepts[20].score | 0.0 |
| concepts[20].wikidata | https://www.wikidata.org/wiki/Q9143 |
| concepts[20].display_name | Programming language |
| concepts[21].id | https://openalex.org/C38652104 |
| concepts[21].level | 1 |
| concepts[21].score | 0.0 |
| concepts[21].wikidata | https://www.wikidata.org/wiki/Q3510521 |
| concepts[21].display_name | Computer security |
| concepts[22].id | https://openalex.org/C138885662 |
| concepts[22].level | 0 |
| concepts[22].score | 0.0 |
| concepts[22].wikidata | https://www.wikidata.org/wiki/Q5891 |
| concepts[22].display_name | Philosophy |
| keywords[0].id | https://openalex.org/keywords/cocomo |
| keywords[0].score | 0.9860327243804932 |
| keywords[0].display_name | COCOMO |
| keywords[1].id | https://openalex.org/keywords/computer-science |
| keywords[1].score | 0.6908127069473267 |
| keywords[1].display_name | Computer science |
| keywords[2].id | https://openalex.org/keywords/quality |
| keywords[2].score | 0.6528835892677307 |
| keywords[2].display_name | Quality (philosophy) |
| keywords[3].id | https://openalex.org/keywords/constructive |
| keywords[3].score | 0.6378178596496582 |
| keywords[3].display_name | Constructive |
| keywords[4].id | https://openalex.org/keywords/software |
| keywords[4].score | 0.5373029112815857 |
| keywords[4].display_name | Software |
| keywords[5].id | https://openalex.org/keywords/estimation |
| keywords[5].score | 0.49055641889572144 |
| keywords[5].display_name | Estimation |
| keywords[6].id | https://openalex.org/keywords/key |
| keywords[6].score | 0.45827412605285645 |
| keywords[6].display_name | Key (lock) |
| keywords[7].id | https://openalex.org/keywords/artificial-neural-network |
| keywords[7].score | 0.4254826009273529 |
| keywords[7].display_name | Artificial neural network |
| keywords[8].id | https://openalex.org/keywords/data-mining |
| keywords[8].score | 0.3933001458644867 |
| keywords[8].display_name | Data mining |
| keywords[9].id | https://openalex.org/keywords/artificial-intelligence |
| keywords[9].score | 0.3553791642189026 |
| keywords[9].display_name | Artificial intelligence |
| keywords[10].id | https://openalex.org/keywords/operations-research |
| keywords[10].score | 0.33715301752090454 |
| keywords[10].display_name | Operations research |
| keywords[11].id | https://openalex.org/keywords/machine-learning |
| keywords[11].score | 0.3259631395339966 |
| keywords[11].display_name | Machine learning |
| keywords[12].id | https://openalex.org/keywords/reliability-engineering |
| keywords[12].score | 0.32331544160842896 |
| keywords[12].display_name | Reliability engineering |
| keywords[13].id | https://openalex.org/keywords/software-development |
| keywords[13].score | 0.21868160367012024 |
| keywords[13].display_name | Software development |
| keywords[14].id | https://openalex.org/keywords/engineering |
| keywords[14].score | 0.13435035943984985 |
| keywords[14].display_name | Engineering |
| keywords[15].id | https://openalex.org/keywords/systems-engineering |
| keywords[15].score | 0.13268545269966125 |
| keywords[15].display_name | Systems engineering |
| keywords[16].id | https://openalex.org/keywords/process |
| keywords[16].score | 0.11214417219161987 |
| keywords[16].display_name | Process (computing) |
| keywords[17].id | https://openalex.org/keywords/software-construction |
| keywords[17].score | 0.06304770708084106 |
| keywords[17].display_name | Software construction |
| language | en |
| locations[0].id | doi:10.35940/ijeat.c5633.029320 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S4210210796 |
| locations[0].source.issn | 2249-8958 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | True |
| locations[0].source.issn_l | 2249-8958 |
| locations[0].source.is_core | False |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | International Journal of Engineering and Advanced Technology |
| locations[0].source.host_organization | |
| locations[0].source.host_organization_name | |
| locations[0].source.host_organization_lineage | |
| locations[0].license | |
| locations[0].pdf_url | https://doi.org/10.35940/ijeat.c5633.029320 |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | International Journal of Engineering and Advanced Technology |
| locations[0].landing_page_url | http://doi.org/10.35940/ijeat.c5633.029320 |
| locations[1].id | pmh:oai:zenodo.org:5589450 |
| locations[1].is_oa | True |
| locations[1].source.id | https://openalex.org/S4306400562 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | True |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | Zenodo (CERN European Organization for Nuclear Research) |
| locations[1].source.host_organization | https://openalex.org/I67311998 |
| locations[1].source.host_organization_name | European Organization for Nuclear Research |
| locations[1].source.host_organization_lineage | https://openalex.org/I67311998 |
| locations[1].license | cc-by |
| locations[1].pdf_url | https://zenodo.org/record/5589450 |
| locations[1].version | submittedVersion |
| locations[1].raw_type | info:eu-repo/semantics/article |
| locations[1].license_id | https://openalex.org/licenses/cc-by |
| locations[1].is_accepted | False |
| locations[1].is_published | False |
| locations[1].raw_source_name | International Journal of Engineering and Advanced Technology (IJEAT), 9(2), 2982-2988, (2020-02-29) |
| locations[1].landing_page_url | https://doi.org/10.35940/ijeat.C5633.029320 |
| indexed_in | crossref |
| authorships[0].author.id | https://openalex.org/A5004747549 |
| authorships[0].author.orcid | https://orcid.org/0000-0001-6055-8602 |
| authorships[0].author.display_name | Naveen Malik |
| authorships[0].countries | IN, US |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I4210163141 |
| authorships[0].affiliations[0].raw_affiliation_string | Blue Eyes Intelligence Engineering & Sciences |
| authorships[0].affiliations[1].institution_ids | https://openalex.org/I155284866 |
| authorships[0].affiliations[1].raw_affiliation_string | PhD Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India. |
| authorships[0].affiliations[2].institution_ids | https://openalex.org/I178000100 |
| authorships[0].affiliations[2].raw_affiliation_string | Kurukshetra University, Kurukshetra. |
| authorships[0].affiliations[3].institution_ids | https://openalex.org/I155284866 |
| authorships[0].affiliations[3].raw_affiliation_string | PhD Research Scholar in Department of Computer Science & engineering , M.M Engineering College, Maharishi Markandeshwar (Deemed to be |
| authorships[0].affiliations[4].raw_affiliation_string | University) Mullana, Ambala, Haryana, India. |
| authorships[0].affiliations[5].institution_ids | https://openalex.org/I155284866 |
| authorships[0].affiliations[5].raw_affiliation_string | Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala, India. |
| authorships[0].affiliations[6].institution_ids | https://openalex.org/I155284866 |
| authorships[0].affiliations[6].raw_affiliation_string | Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India. |
| authorships[0].institutions[0].id | https://openalex.org/I178000100 |
| authorships[0].institutions[0].ror | https://ror.org/019bzvf55 |
| authorships[0].institutions[0].type | education |
| authorships[0].institutions[0].lineage | https://openalex.org/I178000100 |
| authorships[0].institutions[0].country_code | IN |
| authorships[0].institutions[0].display_name | Kurukshetra University |
| authorships[0].institutions[1].id | https://openalex.org/I155284866 |
| authorships[0].institutions[1].ror | https://ror.org/013qfkw58 |
| authorships[0].institutions[1].type | education |
| authorships[0].institutions[1].lineage | https://openalex.org/I155284866 |
| authorships[0].institutions[1].country_code | IN |
| authorships[0].institutions[1].display_name | Maharishi Markandeshwar University, Mullana |
| authorships[0].institutions[2].id | https://openalex.org/I4210163141 |
| authorships[0].institutions[2].ror | https://ror.org/05g1qrw85 |
| authorships[0].institutions[2].type | company |
| authorships[0].institutions[2].lineage | https://openalex.org/I4210163141 |
| authorships[0].institutions[2].country_code | US |
| authorships[0].institutions[2].display_name | Yes Technologies (United States) |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Naveen Malik |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | PhD Research Scholar in Department of Computer Science & engineering , M.M Engineering College, Maharishi Markandeshwar (Deemed to be, University) Mullana, Ambala, Haryana, India., Blue Eyes Intelligence Engineering & Sciences, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala, India., Kurukshetra University, Kurukshetra., PhD Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India., Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India. |
| authorships[1].author.id | https://openalex.org/A5048981156 |
| authorships[1].author.orcid | |
| authorships[1].author.display_name | Sandip Kumar Goyal |
| authorships[1].countries | IN, US |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I4210163141 |
| authorships[1].affiliations[0].raw_affiliation_string | Blue Eyes Intelligence Engineering & Sciences |
| authorships[1].affiliations[1].institution_ids | https://openalex.org/I155284866 |
| authorships[1].affiliations[1].raw_affiliation_string | Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India. |
| authorships[1].affiliations[2].raw_affiliation_string | University) Mullana, Ambala, Haryana, India. |
| authorships[1].affiliations[3].institution_ids | https://openalex.org/I155284866 |
| authorships[1].affiliations[3].raw_affiliation_string | PhD Research Scholar in Department of Computer Science & engineering , M.M Engineering College, Maharishi Markandeshwar (Deemed to be |
| authorships[1].affiliations[4].institution_ids | https://openalex.org/I155284866 |
| authorships[1].affiliations[4].raw_affiliation_string | Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala, India. |
| authorships[1].affiliations[5].institution_ids | https://openalex.org/I178000100 |
| authorships[1].affiliations[5].raw_affiliation_string | Kurukshetra University, Kurukshetra. |
| authorships[1].affiliations[6].institution_ids | https://openalex.org/I155284866 |
| authorships[1].affiliations[6].raw_affiliation_string | PhD Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India. |
| authorships[1].institutions[0].id | https://openalex.org/I178000100 |
| authorships[1].institutions[0].ror | https://ror.org/019bzvf55 |
| authorships[1].institutions[0].type | education |
| authorships[1].institutions[0].lineage | https://openalex.org/I178000100 |
| authorships[1].institutions[0].country_code | IN |
| authorships[1].institutions[0].display_name | Kurukshetra University |
| authorships[1].institutions[1].id | https://openalex.org/I155284866 |
| authorships[1].institutions[1].ror | https://ror.org/013qfkw58 |
| authorships[1].institutions[1].type | education |
| authorships[1].institutions[1].lineage | https://openalex.org/I155284866 |
| authorships[1].institutions[1].country_code | IN |
| authorships[1].institutions[1].display_name | Maharishi Markandeshwar University, Mullana |
| authorships[1].institutions[2].id | https://openalex.org/I4210163141 |
| authorships[1].institutions[2].ror | https://ror.org/05g1qrw85 |
| authorships[1].institutions[2].type | company |
| authorships[1].institutions[2].lineage | https://openalex.org/I4210163141 |
| authorships[1].institutions[2].country_code | US |
| authorships[1].institutions[2].display_name | Yes Technologies (United States) |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Sandip Kumar Goyal |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | PhD Research Scholar in Department of Computer Science & engineering , M.M Engineering College, Maharishi Markandeshwar (Deemed to be, University) Mullana, Ambala, Haryana, India., Blue Eyes Intelligence Engineering & Sciences, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala, India., Kurukshetra University, Kurukshetra., PhD Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India., Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India. |
| authorships[2].author.id | https://openalex.org/A5023663498 |
| authorships[2].author.orcid | |
| authorships[2].author.display_name | Vinisha Malik |
| authorships[2].countries | IN, US |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I155284866 |
| authorships[2].affiliations[0].raw_affiliation_string | PhD Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India. |
| authorships[2].affiliations[1].institution_ids | https://openalex.org/I155284866 |
| authorships[2].affiliations[1].raw_affiliation_string | Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala, India. |
| authorships[2].affiliations[2].institution_ids | https://openalex.org/I178000100 |
| authorships[2].affiliations[2].raw_affiliation_string | Kurukshetra University, Kurukshetra. |
| authorships[2].affiliations[3].institution_ids | https://openalex.org/I4210163141 |
| authorships[2].affiliations[3].raw_affiliation_string | Blue Eyes Intelligence Engineering & Sciences |
| authorships[2].affiliations[4].institution_ids | https://openalex.org/I155284866 |
| authorships[2].affiliations[4].raw_affiliation_string | PhD Research Scholar in Department of Computer Science & engineering , M.M Engineering College, Maharishi Markandeshwar (Deemed to be |
| authorships[2].affiliations[5].institution_ids | https://openalex.org/I155284866 |
| authorships[2].affiliations[5].raw_affiliation_string | Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India. |
| authorships[2].affiliations[6].raw_affiliation_string | University) Mullana, Ambala, Haryana, India. |
| authorships[2].institutions[0].id | https://openalex.org/I178000100 |
| authorships[2].institutions[0].ror | https://ror.org/019bzvf55 |
| authorships[2].institutions[0].type | education |
| authorships[2].institutions[0].lineage | https://openalex.org/I178000100 |
| authorships[2].institutions[0].country_code | IN |
| authorships[2].institutions[0].display_name | Kurukshetra University |
| authorships[2].institutions[1].id | https://openalex.org/I155284866 |
| authorships[2].institutions[1].ror | https://ror.org/013qfkw58 |
| authorships[2].institutions[1].type | education |
| authorships[2].institutions[1].lineage | https://openalex.org/I155284866 |
| authorships[2].institutions[1].country_code | IN |
| authorships[2].institutions[1].display_name | Maharishi Markandeshwar University, Mullana |
| authorships[2].institutions[2].id | https://openalex.org/I4210163141 |
| authorships[2].institutions[2].ror | https://ror.org/05g1qrw85 |
| authorships[2].institutions[2].type | company |
| authorships[2].institutions[2].lineage | https://openalex.org/I4210163141 |
| authorships[2].institutions[2].country_code | US |
| authorships[2].institutions[2].display_name | Yes Technologies (United States) |
| authorships[2].author_position | last |
| authorships[2].raw_author_name | Vinisha Malik |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | PhD Research Scholar in Department of Computer Science & engineering , M.M Engineering College, Maharishi Markandeshwar (Deemed to be, University) Mullana, Ambala, Haryana, India., Blue Eyes Intelligence Engineering & Sciences, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala, India., Kurukshetra University, Kurukshetra., PhD Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India., Research Scholar, Department of Computer Science & Engineering, Maharishi Markandeshwar (Deemed To Be University) Mullana, Ambala , India. |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://doi.org/10.35940/ijeat.c5633.029320 |
| open_access.oa_status | diamond |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Software Quality Assesment using COCOMO II Metrics with ABC and NN |
| has_fulltext | True |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T10260 |
| primary_topic.field.id | https://openalex.org/fields/17 |
| primary_topic.field.display_name | Computer Science |
| primary_topic.score | 0.9998000264167786 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/1710 |
| primary_topic.subfield.display_name | Information Systems |
| primary_topic.display_name | Software Engineering Research |
| related_works | https://openalex.org/W4285342743, https://openalex.org/W2737506538, https://openalex.org/W2738117468, https://openalex.org/W4200443990, https://openalex.org/W41053402, https://openalex.org/W1974774207, https://openalex.org/W2310411340, https://openalex.org/W1129886297, https://openalex.org/W2125998891, https://openalex.org/W2140951502 |
| cited_by_count | 0 |
| locations_count | 2 |
| best_oa_location.id | doi:10.35940/ijeat.c5633.029320 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S4210210796 |
| best_oa_location.source.issn | 2249-8958 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | True |
| best_oa_location.source.issn_l | 2249-8958 |
| best_oa_location.source.is_core | False |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | International Journal of Engineering and Advanced Technology |
| best_oa_location.source.host_organization | |
| best_oa_location.source.host_organization_name | |
| best_oa_location.source.host_organization_lineage | |
| best_oa_location.license | |
| best_oa_location.pdf_url | https://doi.org/10.35940/ijeat.c5633.029320 |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | International Journal of Engineering and Advanced Technology |
| best_oa_location.landing_page_url | http://doi.org/10.35940/ijeat.c5633.029320 |
| primary_location.id | doi:10.35940/ijeat.c5633.029320 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S4210210796 |
| primary_location.source.issn | 2249-8958 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | True |
| primary_location.source.issn_l | 2249-8958 |
| primary_location.source.is_core | False |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | International Journal of Engineering and Advanced Technology |
| primary_location.source.host_organization | |
| primary_location.source.host_organization_name | |
| primary_location.source.host_organization_lineage | |
| primary_location.license | |
| primary_location.pdf_url | https://doi.org/10.35940/ijeat.c5633.029320 |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | International Journal of Engineering and Advanced Technology |
| primary_location.landing_page_url | http://doi.org/10.35940/ijeat.c5633.029320 |
| publication_date | 2020-02-28 |
| publication_year | 2020 |
| referenced_works | https://openalex.org/W2333847519, https://openalex.org/W2151511199, https://openalex.org/W1987061621, https://openalex.org/W2128051862, https://openalex.org/W2134816084, https://openalex.org/W2018571946, https://openalex.org/W2753850266, https://openalex.org/W4206457894, https://openalex.org/W4253448619, https://openalex.org/W3143822685 |
| referenced_works_count | 10 |
| abstract_inverted_index.a | 30, 37, 58 |
| abstract_inverted_index.In | 50, 76, 99 |
| abstract_inverted_index.It | 26 |
| abstract_inverted_index.NN | 112 |
| abstract_inverted_index.as | 41, 57 |
| abstract_inverted_index.in | 46, 69, 148, 158 |
| abstract_inverted_index.is | 27, 105, 113 |
| abstract_inverted_index.of | 9, 67, 84, 150, 156, 169 |
| abstract_inverted_index.to | 18, 23, 63, 107, 119, 160, 167 |
| abstract_inverted_index.90% | 174 |
| abstract_inverted_index.ABC | 103 |
| abstract_inverted_index.Bee | 92 |
| abstract_inverted_index.The | 126, 138 |
| abstract_inverted_index.and | 2, 61, 95, 130 |
| abstract_inverted_index.any | 10 |
| abstract_inverted_index.are | 5, 44, 128 |
| abstract_inverted_index.bad | 38 |
| abstract_inverted_index.due | 17 |
| abstract_inverted_index.for | 115, 181 |
| abstract_inverted_index.had | 141 |
| abstract_inverted_index.key | 7 |
| abstract_inverted_index.may | 21 |
| abstract_inverted_index.new | 59 |
| abstract_inverted_index.put | 45 |
| abstract_inverted_index.the | 6, 42, 47, 51, 65, 77, 82, 90, 100, 109, 116, 121, 133, 144, 161, 170, 182 |
| abstract_inverted_index.Cost | 87 |
| abstract_inverted_index.More | 172 |
| abstract_inverted_index.best | 110 |
| abstract_inverted_index.cost | 1 |
| abstract_inverted_index.high | 178 |
| abstract_inverted_index.into | 36, 177 |
| abstract_inverted_index.lead | 22 |
| abstract_inverted_index.than | 173 |
| abstract_inverted_index.that | 15, 29, 143 |
| abstract_inverted_index.used | 106, 114 |
| abstract_inverted_index.with | 89, 132, 153 |
| abstract_inverted_index.(ABC) | 94 |
| abstract_inverted_index.(NN). | 98 |
| abstract_inverted_index.5-10% | 157 |
| abstract_inverted_index.Loses | 14 |
| abstract_inverted_index.Time, | 0 |
| abstract_inverted_index.badly | 31 |
| abstract_inverted_index.leads | 166 |
| abstract_inverted_index.model | 60, 79 |
| abstract_inverted_index.shown | 142 |
| abstract_inverted_index.small | 154 |
| abstract_inverted_index.terms | 149 |
| abstract_inverted_index.tried | 62 |
| abstract_inverted_index.using | 124 |
| abstract_inverted_index.which | 164 |
| abstract_inverted_index.work, | 102 |
| abstract_inverted_index.wrong | 19, 48 |
| abstract_inverted_index.Colony | 93 |
| abstract_inverted_index.Model) | 88 |
| abstract_inverted_index.Neural | 96 |
| abstract_inverted_index.actual | 162 |
| abstract_inverted_index.always | 34 |
| abstract_inverted_index.author | 54, 80 |
| abstract_inverted_index.effort | 70, 74, 135 |
| abstract_inverted_index.extent | 66 |
| abstract_inverted_index.output | 40, 180 |
| abstract_inverted_index.result | 16 |
| abstract_inverted_index.select | 108 |
| abstract_inverted_index.study, | 53 |
| abstract_inverted_index.Network | 97 |
| abstract_inverted_index.aspects | 8 |
| abstract_inverted_index.damage. | 25 |
| abstract_inverted_index.effort, | 163 |
| abstract_inverted_index.efforts | 43 |
| abstract_inverted_index.enhance | 64 |
| abstract_inverted_index.further | 165 |
| abstract_inverted_index.improve | 120 |
| abstract_inverted_index.models. | 137 |
| abstract_inverted_index.present | 52, 101 |
| abstract_inverted_index.project | 33 |
| abstract_inverted_index.purpose | 118 |
| abstract_inverted_index.quality | 3, 39, 71, 122, 151, 179 |
| abstract_inverted_index.results | 35, 127, 140, 176 |
| abstract_inverted_index.system. | 13 |
| abstract_inverted_index.through | 73 |
| abstract_inverted_index.accuracy | 68 |
| abstract_inverted_index.combined | 81 |
| abstract_inverted_index.compared | 129 |
| abstract_inverted_index.observed | 28 |
| abstract_inverted_index.projects | 175 |
| abstract_inverted_index.proposed | 55, 78, 145, 183 |
| abstract_inverted_index.quality. | 171 |
| abstract_inverted_index.software | 11 |
| abstract_inverted_index.COCOMO-II | 85 |
| abstract_inverted_index.algorithm | 104 |
| abstract_inverted_index.estimated | 32 |
| abstract_inverted_index.evaluated | 131 |
| abstract_inverted_index.solution, | 111 |
| abstract_inverted_index.strengths | 83 |
| abstract_inverted_index.variation | 155 |
| abstract_inverted_index.Artificial | 91 |
| abstract_inverted_index.COCOMO-II. | 125 |
| abstract_inverted_index.assessment | 72 |
| abstract_inverted_index.betterment | 168 |
| abstract_inverted_index.comparison | 159 |
| abstract_inverted_index.direction. | 49 |
| abstract_inverted_index.estimation | 123, 136, 152 |
| abstract_inverted_index.simulation | 139 |
| abstract_inverted_index.algorithmic | 184 |
| abstract_inverted_index.combination | 146 |
| abstract_inverted_index.development | 12 |
| abstract_inverted_index.estimation. | 75 |
| abstract_inverted_index.estimations | 20 |
| abstract_inverted_index.predictions | 4 |
| abstract_inverted_index.irresistible | 24 |
| abstract_inverted_index.outperformed | 147 |
| abstract_inverted_index.pre-existing | 134 |
| abstract_inverted_index.(Constructive | 86 |
| abstract_inverted_index.ABC-COCOMO-II | 56 |
| abstract_inverted_index.architecture. | 185 |
| abstract_inverted_index.classification | 117 |
| cited_by_percentile_year | |
| countries_distinct_count | 2 |
| institutions_distinct_count | 3 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/9 |
| sustainable_development_goals[0].score | 0.6000000238418579 |
| sustainable_development_goals[0].display_name | Industry, innovation and infrastructure |
| citation_normalized_percentile.value | 0.42361713 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |