Software effort estimation accuracy prediction of machine learning techniques: A systematic performance evaluation

Software Practice and Experience ◽

10.1002/spe.3009 ◽

2021 ◽

Author(s):

Yasir Mahmood ◽

Nazri Kama ◽

Azri Azmi ◽

Ahmad Salman Khan ◽

Mazlan Ali

Keyword(s):

Machine Learning ◽

Performance Evaluation ◽

Machine Learning Techniques ◽

Estimation Accuracy ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

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Predicting Software Effort Estimation Using Machine Learning Techniques

2018 8th International Conference on Computer Science and Information Technology (CSIT) ◽

10.1109/csit.2018.8486222 ◽

2018 ◽

Cited By ~ 1

Author(s):

Ahmed BaniMustafa

Keyword(s):

Machine Learning ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

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Survey on Different Machine Learning Techniques for Software Effort Estimation

International Journal of Computer Applications ◽

10.5120/16748-6902 ◽

2014 ◽

Vol 95 (25) ◽

pp. 8-13

Author(s):

Lekshmi R ◽

Binu Rajan

Keyword(s):

Machine Learning ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

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Adoption of Machine Learning Techniques in Software Effort Estimation: An Overview

IOP Conference Series Materials Science and Engineering ◽

10.1088/1757-899x/551/1/012074 ◽

2019 ◽

Vol 551 ◽

pp. 012074

Author(s):

Siti Hajar Arbain ◽

Nor Azizah Ali ◽

Noorfa Haszlinna Mustaffa

Keyword(s):

Machine Learning ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

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Software Effort Estimation using Machine Learning Techniques with Robust Confidence Intervals

7th International Conference on Hybrid Intelligent Systems (HIS 2007) ◽

10.1109/ichis.2007.4344078 ◽

2007 ◽

Cited By ~ 1

Author(s):

Petronio L. Braga ◽

Adriano L. I. Oliveira ◽

Silvio R. L. Meira

Keyword(s):

Machine Learning ◽

Confidence Intervals ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

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Software Effort Estimation Using Machine Learning Techniques with Robust Confidence Intervals

19th IEEE International Conference on Tools with Artificial Intelligence(ICTAI 2007) ◽

10.1109/ictai.2007.172 ◽

2007 ◽

Cited By ~ 16

Author(s):

Petronio L. Braga ◽

Adriano L.I. Oliveira ◽

Silvio R.L. Meira

Keyword(s):

Machine Learning ◽

Confidence Intervals ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

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Preliminary performance study of a brief review on machine learning techniques for analogy based software effort estimation

Journal of Ambient Intelligence and Humanized Computing ◽

10.1007/s12652-021-03427-y ◽

2021 ◽

Author(s):

K. Harish Kumar ◽

K. Srinivas

Keyword(s):

Machine Learning ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Performance Study ◽

Software Effort Estimation ◽

Learning Techniques

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Software Effort Estimation Using Machine Learning Techniques

Advances in Information Communication Technology and Computing - Lecture Notes in Networks and Systems ◽

10.1007/978-981-15-5421-6_8 ◽

2020 ◽

pp. 65-79

Author(s):

Ripu Ranjan Sinha ◽

Rajani Kumari Gora

Keyword(s):

Machine Learning ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

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Software effort estimation using machine learning techniques

Proceedings of the 7th India Software Engineering Conference on - ISEC '14 ◽

10.1145/2590748.2590767 ◽

2014 ◽

Cited By ~ 4

Author(s):

Jyoti Shivhare ◽

Santanu Ku. Rath

Keyword(s):

Machine Learning ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

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Empirical Evaluation of machine learning techniques for software effort estimation

IOSR Journal of Computer Engineering ◽

10.9790/0661-16193438 ◽

2014 ◽

Vol 16 (1) ◽

pp. 34-38 ◽

Cited By ~ 1

Author(s):

Neha Saini ◽

◽

Bushra Khalid

Keyword(s):

Machine Learning ◽

Empirical Evaluation ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

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Software Effort Estimation using Machine Learning Techniques with Robust Confidence Intervals

7th International Conference on Hybrid Intelligent Systems (HIS 2007) ◽

10.1109/his.2007.56 ◽

2007 ◽

Cited By ~ 5

Author(s):

Petronio L. Braga ◽

Adriano L. I. Oliveira ◽

Silvio R. L. Meira

Keyword(s):

Machine Learning ◽

Confidence Intervals ◽

Machine Learning Techniques ◽

Effort Estimation ◽

Software Effort Estimation ◽

Learning Techniques

Download Full-text