Proceedings. International Conference on Quality Software最新文献

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On Reliability Analysis for Embedded Systems with AADL Behavior Model 基于AADL行为模型的嵌入式系统可靠性分析
Proceedings. International Conference on Quality Software Pub Date : 2012-01-01 DOI: 10.1109/QSIC.2012.56
Shaofeng Chang, Yunwei Dong, Fan Zhang
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引用次数: 0
Application of Metamorphic Testing to Supervised Classifiers. 变质检验在监督分类器中的应用。
Proceedings. International Conference on Quality Software Pub Date : 2010-01-15 DOI: 10.1109/QSIC.2009.26
Xiaoyuan Xie, Joshua Ho, Christian Murphy, Gail Kaiser, Baowen Xu, Tsong Yueh Chen
{"title":"Application of Metamorphic Testing to Supervised Classifiers.","authors":"Xiaoyuan Xie, Joshua Ho, Christian Murphy, Gail Kaiser, Baowen Xu, Tsong Yueh Chen","doi":"10.1109/QSIC.2009.26","DOIUrl":"10.1109/QSIC.2009.26","url":null,"abstract":"<p><p>Many applications in the field of scientific computing - such as computational biology, computational linguistics, and others - depend on Machine Learning algorithms to provide important core functionality to support solutions in the particular problem domains. However, it is difficult to test such applications because often there is no \"test oracle\" to indicate what the correct output should be for arbitrary input. To help address the quality of such software, in this paper we present a technique for testing the implementations of supervised machine learning classification algorithms on which such scientific computing software depends. Our technique is based on an approach called \"metamorphic testing\", which has been shown to be effective in such cases. More importantly, we demonstrate that our technique not only serves the purpose of verification, but also can be applied in validation. In addition to presenting our technique, we describe a case study we performed on a real-world machine learning application framework, and discuss how programmers implementing machine learning algorithms can avoid the common pitfalls discovered in our study. We also discuss how our findings can be of use to other areas outside scientific computing, as well.</p>","PeriodicalId":89232,"journal":{"name":"Proceedings. International Conference on Quality Software","volume":"2009 2009","pages":"135-144"},"PeriodicalIF":0.0,"publicationDate":"2010-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3019603/pdf/nihms200711.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"29606656","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Reinforcement-Learning Approach to Failure-Detection Scheduling 故障检测调度的强化学习方法
Proceedings. International Conference on Quality Software Pub Date : 2007-01-01 DOI: 10.1109/QSIC.2007.7
Zeng Fancong
{"title":"A Reinforcement-Learning Approach to Failure-Detection Scheduling","authors":"Zeng Fancong","doi":"10.1109/QSIC.2007.7","DOIUrl":"https://doi.org/10.1109/QSIC.2007.7","url":null,"abstract":"","PeriodicalId":89232,"journal":{"name":"Proceedings. International Conference on Quality Software","volume":"36 1","pages":"161-170"},"PeriodicalIF":0.0,"publicationDate":"2007-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90282151","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stochastic modeling and quality evaluation of component-based software systems 基于组件的软件系统的随机建模与质量评价
Proceedings. International Conference on Quality Software Pub Date : 2006-01-01 DOI: 10.1109/QSIC.2006.61
Yunni Xia, Hanpin Wang, Yu Huang, Chunxiang Xu
{"title":"Stochastic modeling and quality evaluation of component-based software systems","authors":"Yunni Xia, Hanpin Wang, Yu Huang, Chunxiang Xu","doi":"10.1109/QSIC.2006.61","DOIUrl":"https://doi.org/10.1109/QSIC.2006.61","url":null,"abstract":"","PeriodicalId":89232,"journal":{"name":"Proceedings. International Conference on Quality Software","volume":"23 1","pages":"377-384"},"PeriodicalIF":0.0,"publicationDate":"2006-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88365259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Generating Optimal Test Set for Neighbor Factors Combinatorial Testing 邻因子组合测试的最优测试集生成
Proceedings. International Conference on Quality Software Pub Date : 2006-01-01 DOI: 10.1109/QSIC.2006.31
Changhai Nie, Baowen Xu, Ziyuan Wang, Liang Shi
{"title":"Generating Optimal Test Set for Neighbor Factors Combinatorial Testing","authors":"Changhai Nie, Baowen Xu, Ziyuan Wang, Liang Shi","doi":"10.1109/QSIC.2006.31","DOIUrl":"https://doi.org/10.1109/QSIC.2006.31","url":null,"abstract":"","PeriodicalId":89232,"journal":{"name":"Proceedings. International Conference on Quality Software","volume":"22 1","pages":"259-265"},"PeriodicalIF":0.0,"publicationDate":"2006-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73064801","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
The Design of Dependency Relationships Matrix to improve the testability of Component-based Software 依赖关系矩阵的设计以提高组件软件的可测试性
Proceedings. International Conference on Quality Software Pub Date : 2006-01-01 DOI: 10.1109/QSIC.2006.64
Liangli Ma, Houxiang Wang, Yansheng Lu
{"title":"The Design of Dependency Relationships Matrix to improve the testability of Component-based Software","authors":"Liangli Ma, Houxiang Wang, Yansheng Lu","doi":"10.1109/QSIC.2006.64","DOIUrl":"https://doi.org/10.1109/QSIC.2006.64","url":null,"abstract":"","PeriodicalId":89232,"journal":{"name":"Proceedings. International Conference on Quality Software","volume":"111 1","pages":"93-98"},"PeriodicalIF":0.0,"publicationDate":"2006-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90646871","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
An Ant Colony Optimization Approach to Test Sequence Generation for Statebased Software Testin 基于状态的软件测试序列生成的蚁群优化方法
Proceedings. International Conference on Quality Software Pub Date : 2005-09-19 DOI: 10.1109/QSIC.2005.12
Huaizhong Li, C. Lam
{"title":"An Ant Colony Optimization Approach to Test Sequence Generation for Statebased Software Testin","authors":"Huaizhong Li, C. Lam","doi":"10.1109/QSIC.2005.12","DOIUrl":"https://doi.org/10.1109/QSIC.2005.12","url":null,"abstract":"Properly generated test suites may not only locate the defects in software systems, but also help in reducing the high cost associated with software testing, ft is often desired that test sequences in a test suite can be automatically generated to achieve required test coverage. However, automatic test sequence generation remains a major problem in software testing. This paper proposes an ant colony optimization approach to automatic test sequence generation for state-based software testing. The proposed approach can directly use UML artifacts to automatically generate test sequences to achieve required test coverage.","PeriodicalId":89232,"journal":{"name":"Proceedings. International Conference on Quality Software","volume":"1 1","pages":"255-264"},"PeriodicalIF":0.0,"publicationDate":"2005-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91146338","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 36
A Neuro-Fuzzy Model for Software Cost Estimation 软件成本估算的神经模糊模型
Proceedings. International Conference on Quality Software Pub Date : 2003-11-06 DOI: 10.1109/QSIC.2003.1319094
Xishi Huang, Luiz Fernando Capretz, Jing Ren, D. Ho
{"title":"A Neuro-Fuzzy Model for Software Cost Estimation","authors":"Xishi Huang, Luiz Fernando Capretz, Jing Ren, D. Ho","doi":"10.1109/QSIC.2003.1319094","DOIUrl":"https://doi.org/10.1109/QSIC.2003.1319094","url":null,"abstract":"A novel neuro-fuzzy constructive cost model (COCOMO) for software estimation is proposed. The model carries some of the desirable features of the neuro-fuzzy approach, such as learning ability and good interpretability, while maintaining the merits of the COCOMO model. Unlike the standard neural network approach, this model is easily validated by experts and capable of generalization. In addition, it allows inputs to be continuous-rating values and linguistic values, therefore avoiding the problem of similar projects having different estimated costs. Also presented in this paper is a detailed learning algorithm. The validation, using industry project data, shows that the model greatly improves the estimation accuracy in comparison with the well-known COCOMO model.","PeriodicalId":89232,"journal":{"name":"Proceedings. International Conference on Quality Software","volume":"156 1","pages":"126-133"},"PeriodicalIF":0.0,"publicationDate":"2003-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83836940","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 48
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