Survey on software defect prediction techniques

MK Thota, FH Shajin, P Rajesh - International Journal of Applied …, 2020 - gigvvy.com
Recent advancements in technology have emerged the requirements of hardware and
software applications. Along with this technical growth, software industries also have faced …

An empirical study on software defect prediction with a simplified metric set

P He, B Li, X Liu, J Chen, Y Ma - Information and Software Technology, 2015 - Elsevier
Context Software defect prediction plays a crucial role in estimating the most defect-prone
components of software, and a large number of studies have pursued improving prediction …

Similarity of feature selection methods: An empirical study across data intensive classification tasks

N Dessì, B Pes - Expert Systems with Applications, 2015 - Elsevier
In the past two decades, the dimensionality of datasets involved in machine learning and
data mining applications has increased explosively. Therefore, feature selection has …

Survey of software defect prediction features

S Qiu, BE, J He, L Liu - Neural Computing and Applications, 2024 - Springer
Software defect prediction (SDP) is a technique that uses known software features and
defect information to predict target software defects. It helps reduce software development …

Study on the Use of Defect Metrics in the Software Development Process. Flaws and Vulnerabilities

ZH Martinez, PM Moreno… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
The quality compliance has become an aspect of big importance in the development of
software engineering, here the term 'defect metrics' comes in the prevention of errors …

Applying the FAHP to improve the performance evaluation reliability of software defect classifiers

H Ghunaim, J Dichter - IEEE Access, 2019 - ieeexplore.ieee.org
Today's software complexity makes developing defect-free software almost impossible.
Consequently, developing classifiers to classify software modules into defective and non …

Construction of membership function for software metrics

HB Yadav, DK Yadav - Procedia Computer Science, 2015 - Elsevier
A software developer has to deal with a lot of challenging requirements such as cost
prediction, defect prediction, reliability prediction, testing effort prediction, safety prediction …

An empirical study of ranking-oriented cross-project software defect prediction

G You, F Wang, Y Ma - International Journal of Software …, 2016 - World Scientific
Cross-project defect prediction (CPDP) has recently become very popular in the field of
software defect prediction. It was generally treated as a binary classification problem or a …

An empirical investigation on wrapper-based feature selection for predicting software quality

H Wang, TM Khoshgoftaar… - International Journal of …, 2015 - World Scientific
The basic measurements for software quality control and management are the various
project and software metrics collected at various states of a software development life cycle …

The use of ensemble-based data preprocessing techniques for software defect prediction

K Gao, TM Khoshgoftaar… - International Journal of …, 2014 - World Scientific
Software defect prediction models that use software metrics such as code-level
measurements and defect data to build classification models are useful tools for identifying …