Software defect prediction: do different classifiers find the same defects?

نویسندگان
چکیده

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Evaluation of Classifiers in Software Fault-Proneness Prediction

Reliability of software counts on its fault-prone modules. This means that the less software consists of fault-prone units the more we may trust it. Therefore, if we are able to predict the number of fault-prone modules of software, it will be possible to judge the software reliability. In predicting software fault-prone modules, one of the contributing features is software metric by which one ...

متن کامل

Significance of Different Software Metrics in Defect Prediction

This paper presents an empirical analysis of significance of different process and product metrics in defect prediction models. 48 releases of 15 open-source and 38 releases of 7 proprietary projects were investigated. Pearson correlation coefficients with the number of defects were calculated for each of the metrics respectively. Subsequently defect prediction models were built using linear st...

متن کامل

Software Defect Prediction Modeling

Defect predictors are helpful tools for project managers and developers. Accurate predictors may help reducing test times and guide developers for implementing higher quality codes. We propose a statistical defect predictor model with two major differences from the existing ones. Our model will use static code measures as input, since they can easily be collected with automated tools and preven...

متن کامل

Improved Software Defect Prediction

Although a number of approaches have been taken to quality prediction for software, none have achieved widespread applicability. This paper describes a single model to combine the diverse forms of, often causal, evidence available in software development in a more natural and efficient way than done previously. We use Bayesian Networks as the appropriate formalism for representing defect introd...

متن کامل

Survey on Software Defect Prediction

Software defect prediction is one of the most active research areas in software engineering. Defect prediction results provide the list of defect-prone source code artifacts so that quality assurance teams can effectively allocate limited resources for validating software products by putting more effort on the defect-prone source code. As the size of software projects becomes larger, defect pre...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Software Quality Journal

سال: 2017

ISSN: 0963-9314,1573-1367

DOI: 10.1007/s11219-016-9353-3