Presentation | 2017-01-26 Analysis on effort datasets by causal-effect relationship using LiNGAM Masanari Kondo, Osamu Mizuno, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The effort estimation is an important task in the software development. Previous research works proposed models using machine learning techniques such as regression analysis and so on. The previous works sometimes used open cross-company datasets as training data because of the lack of sufficient number of samples. In such cases, the goodness of dataset affects the result of models. We thus have to know the goodness of datasets for effort estimation model. In this paper, we propose a new evaluation measure using causal-effect relationships. The empirical experiment shows that our the new evaluation measure could evaluate an accuracy of effort datasets. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Causal-Effect Relationship / Linear Non-Gaussian Acyclic Model ( LiNGAM ) / Bayes LiNGAM / Effort Estimation |
Paper # | MSS2016-57,SS2016-36 |
Date of Issue | 2017-01-19 (MSS, SS) |
Conference Information | |
Committee | MSS / SS |
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Conference Date | 2017/1/26(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Kyoto Institute of Technology |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Satoshi Yamane(Kanazawa Univ.) / Kazuhiro Ogata(JAIST) |
Vice Chair | Morikazu Nakamura(Univ. of Ryukyus) / Akio Nakata(Hiroshima City Univ.) |
Secretary | Morikazu Nakamura(Yamaguchi Univ.) / Akio Nakata(Toshiba) |
Assistant | Hideki Kinjo(Okinawa Univ.) / Kazuyuki Shima(Hiroshima City Univ.) |
Paper Information | |
Registration To | Technical Committee on Mathematical Systems Science and its applications / Technical Committee on Software Science |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Analysis on effort datasets by causal-effect relationship using LiNGAM |
Sub Title (in English) | |
Keyword(1) | Causal-Effect Relationship |
Keyword(2) | Linear Non-Gaussian Acyclic Model ( LiNGAM ) |
Keyword(3) | Bayes LiNGAM |
Keyword(4) | Effort Estimation |
1st Author's Name | Masanari Kondo |
1st Author's Affiliation | Kyoto Institute of Technology(Kyoto Inst. Tech.) |
2nd Author's Name | Osamu Mizuno |
2nd Author's Affiliation | Kyoto Institute of Technology(Kyoto Inst. Tech.) |
Date | 2017-01-26 |
Paper # | MSS2016-57,SS2016-36 |
Volume (vol) | vol.116 |
Number (no) | MSS-425,SS-426 |
Page | pp.pp.1-6(MSS), pp.1-6(SS), |
#Pages | 6 |
Date of Issue | 2017-01-19 (MSS, SS) |