典型文献
Handling class imbalance problem in software maintainability prediction:an empirical investigation
文献摘要：
As the complexity of software systems is increa-sing;software maintenance is becoming a challenge for software practitioners.The prediction of classes that require high maintainability effort is of utmost necessity to develop cost-effective and high-quality software.In research of software engineering predictive modeling,various software maintaina-bility prediction(SMP)models are evolved to forecast main-tainability.To develop a maintainability prediction model,software practitioners may come across situations in which classes or modules requiring high maintainability effort are far less than those requiring low maintainability effort.This condition gives rise to a class imbalance problem(CIP).In this situation,the minority classes'prediction,i.e.,the classes demanding high maintainability effort,is a challenge.There-fore,in this direction,this study investigates three techniques for handling the CIP on ten open-source software to predict software maintainability.This empirical investigation supports the use of resampling with replacement technique(RR)for treating CIP and develop useful models for SMP.
文献关键词：
中图分类号：
作者姓名：
Ruchika MALHOTRA;Kusum LATA
作者机构：
Discipline of Software Engineering,Department of Computer Science&Engineering,Delhi Technological University,Delhi 110042,India;University School of Management and Entrepreneurship,East Delhi Campus,Delhi Technological University,Delhi 110095,India
文献出处：
引用格式：
[1]Ruchika MALHOTRA;Kusum LATA-.Handling class imbalance problem in software maintainability prediction:an empirical investigation)[J].计算机科学前沿,2022(04):4-17
A类：
maintainability,maintaina
B类：
Handling,imbalance,problem,software,prediction,empirical,investigation,complexity,systems,increa,sing,maintenance,becoming,challenge,practitioners,classes,that,require,high,effort,utmost,necessity,develop,cost,effective,quality,In,research,engineering,predictive,modeling,various,SMP,models,evolved,forecast,To,may,come,across,situations,which,modules,requiring,far,less,than,those,low,This,condition,gives,rise,CIP,this,minority,demanding,There,direction,study,investigates,three,techniques,handling,open,source,supports,resampling,replacement,RR,treating,useful
AB值：
0.465034
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