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Maintainability Prediction of Object Oriented Software by using Adaptive Network based Fuzzy System Technique

Swati Mishra, Arun Sharma
2015 International Journal of Computer Applications  
The relationship between Object Oriented metrics and software maintenance effort is complex and non linear.  ...  The independent variables are five Object Oriented metrics out of nine proposed metrics on the basis of correlations between different metrics. General Terms Maintainability Prediction  ...  They have validated the model on two object oriented systems UIMS and QUES. These are two datasets available for software maintainability prediction.  ... 
doi:10.5120/21096-3799 fatcat:5v5iurzs4vg2jnoj5cy5xp4nxi

Comparative Analysis of Object-Oriented Software Maintainability Prediction Models

Narimane Zighed, Nora Bounour, Abdelhak-Djamel Seriai
2018 Foundations of Computing and Decision Sciences  
In this paper, we present a detailed classification and conduct a comparative analysis of Object-Oriented software maintainability prediction models.  ...  In the literature, several researchers have proposed a large number of models to measure and predict maintainability throughout different phases of the Software Development Life Cycle.  ...  maintenance effort of Object-Oriented systems.  ... 
doi:10.1515/fcds-2018-0018 fatcat:pluydz733fe3nakmd3p7pkyxse

Automated Estimation of Predictive Object Points Metric Values for Object-Oriented code

2019 International journal of recent technology and engineering  
This paper address the way of effort calculation for object oriented code using POP. To measure the POP accurately, an automated tool has been developed and designed.  ...  Possible problems in our system designs can be detected during the development process. If we are to estimate and manage our efforts, we must measure our progress effectively.  ...  Price Systems [3] has built up the predictive Object point (POP) metric for anticipating the effort requiredfor building up an object-oriented programming framework.  ... 
doi:10.35940/ijrte.b1165.0782s619 fatcat:jzg5gh23t5ggzinm74lnot6enu


Ramesh Kumar, Dr. Abdullah, Abhishek Yadav
2020 International Journal of Innovative Research in Computer Science & Technology  
In last our effort is to find the known wide-ranging and complete model or framework for quantifying the maintainability of object oriented software at an initial stage of development life cycle.  ...  Software maintainability is an external software quality attributes that estimate the complexity and effort required for maintaining software.  ...  Earlier MEMOOD model was developed which estimates the maintainability of the software system on the basis of object oriented metrics of software system.  ... 
doi:10.21276/ijircst.2020.8.5.4 fatcat:253zlurvercrplp3tmlmmckmki

Object-Oriented Software Development Effort Prediction Using Design Patterns from Object Interaction Analysis

Olusegun Adekile, Dick B. Simmons, William M. Lively
2010 2010 Fifth International Conference on Systems  
An initial empirical validation is performed that is meant to assess the usefulness and effectiveness of the proposed measures in predicting the development effort of object-oriented systems.  ...  Object-Oriented Software Development Effort Prediction Using Design Patterns from Object Interaction Analysis.  ...  UML sequence diagrams (object interactions) to predict development effort in the analysis phase of an object-oriented development project.  ... 
doi:10.1109/icons.2010.16 fatcat:gmoal7isqnf3fevxoauvsttude

Reducing Efforts by Early Prediction of Faults in Object-Oriented Software

Arun Kumar
2012 International Journal of Advances in Computing and Information Technology  
phases and will help to increase the quality of software.  ...  Although faults can be found in any phase of Software Development Life Cycle but predicting faults in design phase before it goes through subsequent phases of SDLC will reduce efforts in all subsequent  ...  Object oriented software and metrices The backbone of any software system is its design. It is the skeleton where the flesh (code) will be supported.  ... 
doi:10.6088/ijacit.12.10007 fatcat:lzdivvzhzvg27k6vkatuev344u


Nancy Kukreja
2017 International Journal of Advanced Research in Computer Science  
Presently, object oriented concept is frequently used in practice and as Class is the base of object oriented design so the use of Class Point approach(CPA) to estimate the effort supports the estimator  ...  Effort Estimation is one of the necessary and daunting tasks in software engineering. Effort Estimation means to predict the effort required to develop the software project.  ...  Class Point Approach (CPA) is used for object-oriented software and I have extended this approach by employing Stochastic Tree Boosting Technique to provide more precise estimation result.  ... 
doi:10.26483/ijarcs.v8i7.4246 fatcat:vml7rddo6vb7djj4a7f3xeewsm

Establishing Correlation between Size Estimation Metrics and Effort - A Statistical Approach

Meenakshi Kandpal, Anmol Kandpal
2014 International Journal of Computer Applications  
For effort estimation, among various inputs, size is the most vital one. The estimation of effort and cost depends on the accurate prediction of the size.  ...  Among all, Object-oriented technology is becoming popular in today's software development environment.  ...  The study of the object oriented paradigm results in object oriented concepts such as object, class, attributes, inheritance, method and message passing.  ... 
doi:10.5120/16715-7018 fatcat:jllmyol5m5f7bgwpzkr3i3a75q

The combined model for software development effort estimation using polynomial regression for heterogeneous projects

Amrita Sharma, Neha Chaudhary
Conclusion: The effort is predicted for the procedural, agile, and object-oriented projects with the polynomial regression model and compare the results to existing models to validate the work.  ...  The lines of code, story point and use case point are required for the estimation using algorithmic models for procedural, agile, and object-oriented development approaches.  ...  In figure 1, (a ) is showing the actual and predicted effort for procedural projects, (b) is showing the actual and predicted effort for agile projects, and (c) is showing the actual and predicted effort  ... 
doi:10.32620/reks.2022.2.06 fatcat:npc2jpgtffctvdik6wzhnfv6ya

Validating the Effectiveness of Object-Oriented Metrics for Predicting Maintainability

Lov Kumar, Debendra Kumar Naik, Santanu Kumar Rath
2015 Procedia Computer Science  
This technique is applied to estimate maintainability on two different case studies such as Quality Evaluation System (QUES) and User Interface System (UIMS).  ...  Here, different subset of Object-Oriented software metrics have been considered to provide requisite input data to design the models for predicting maintainability using Neuro-Genetic algorithm (hybrid  ...  They have considered 'MMRE' as a performance parameter to compare the models designed for predicting maintainability of Object-Oriented software systems.  ... 
doi:10.1016/j.procs.2015.07.479 fatcat:uxvqyjdmr5dk7ipcug4hewfara

Critical Analysis of Traditional Size Estimation Metrics for Object Oriented Programming

Meenakshi Kandpal, Anmol Kandpal
2012 International Journal of Computer Applications  
The accuracy of an estimate is always questionable. Lots of efforts have been put to make an estimate more accurate.  ...  There are many aspects that an Object Oriented metric must have if it has to provide accurate effort prediction.  ...  Use of Object Oriented Metrics for size estimation helps in standardizing the results and less effort is required and size estimations results are more accurate than traditional methods. 0 -Comparative  ... 
doi:10.5120/9345-3669 fatcat:yt74ad75k5ahxm3n2kn5twssr4

Maintainability Prediction for Object-Oriented Software Systems Based on Intelligent Techniques: Literature Review

anfal fadhil, Taghreed Alreffaee
2020 ˜Al-œRafidain journal for computer sciences and mathematics  
In the literature, a great number of models have been suggested to predict and measure maintainability during various stages of the Software Development Life Cycle, to conduct a comparative study of the  ...  This study hints at the basics about the manner of how to measure maintainability in the object-oriented (OO) design knowing that the maintainability will be measured differently at every level.  ...  Acknowledgement: First of all, we would like to thank Allah, the Lord of the creation for His bestowed and determination upon me to accomplish this work.  ... 
doi:10.33899/csmj.2020.167342 fatcat:3qz3khewxrb5vlqfhfxtivhek4

Comparing Complexity in Accordance with Object Oriented Metrics

Rakesh Kumar, Gurvinder Kaur
2011 International Journal of Computer Applications  
The cost estimation techniques consists of various categories like tools and methods for estimating and measuring software size, function points, lines of code, and object points.  ...  Metrics are essential in software engineering for measuring software complexity, quality, estimating size and project effort.  ...  Nesi and Querci also proposed a new complexity and size metrics for effort evaluation and prediction [NES98]. 2.2OBJECT-ORIENTED SIZING METRICS Object-oriented sizing metrics by Chidamber and Kemerer theoretically  ... 
doi:10.5120/1965-2631 fatcat:zvalepbkfbfwnejfvkrkd3cj4y


G.Arockia Sahaya Sheela
2017 International Journal of Advanced Research in Computer Science  
are made with ANOVA and experimented.Discussion on results proves the maintenance effort prediction models are more robust, more accurate, and can be employed to estimate the maintenance effort.  ...  This paper wrestles with four newly proposed object-oriented cognitive complexity metrics to develop maintenance effort prediction models through various statistical techniques.Empirical study designs  ...  CONCLUSION AND FUTURE WORK The main objective of this chapter is to empirically explore the validation of four Aspect-oriented cognitive complexity metrics of AOP-CCMS.  ... 
doi:10.26483/ijarcs.v8i8.4637 fatcat:rjv5gwleqzcqjjbn267i2hu5iu

An Effort Prediction Framework for Software Code Quality Measurement Based on Quantifiable Constructs for Object Oriented Design

Prof. Waweru Mwangi, Dr Wafula Joseph, Stephen N. Waweru
2014 International Journal of Computer Trends and Technology  
This research paper proceeds to automate the proposed framework system that will be able to predict the effort of measuring the constructs of Object Oriented Design.  ...  The final outcome of this paper is an effort prediction automated tool for software code quality assessment, which predicts effort of maintaining and reusing Object Oriented Programming Languages based  ...  Research Concept Research Problem Statement Increasingly, object-oriented measurements are being used to evaluate and predict the quality of software [18] .  ... 
doi:10.14445/22312803/ijctt-v10p108 fatcat:fzivcbdejjdkbp26nwkrv737oq
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