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Maintainability Prediction of Object Oriented Software by using Adaptive Network based Fuzzy System Technique
2015
International Journal of Computer Applications
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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
2018
Foundations of Computing and Decision Sciences
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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
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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
MEASURING MAINTAINABILITY OF OBJECT ORIENTED DESIGN: A REVISIT
2020
International Journal of Innovative Research in Computer Science & Technology
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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
2010
2010 Fifth International Conference on Systems
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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
2012
International Journal of Advances in Computing and Information Technology
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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
EFFORT ESTIMATION OF OBJECT ORIENTED SYSTEM USING STOCHASTIC TREE BOOSTING TECHNIQUE
2017
International Journal of Advanced Research in Computer Science
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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
2014
International Journal of Computer Applications
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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
2022
RADIOELECTRONIC AND COMPUTER SYSTEMS
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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
2015
Procedia Computer Science
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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
2012
International Journal of Computer Applications
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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
2020
˜Al-œRafidain journal for computer sciences and mathematics
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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
2011
International Journal of Computer Applications
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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
MAINTENANCE EFFORT PREDICTION MODEL USING ASPECT-ORIENTED COGNITIVE COMPLEXITY METRICS
2017
International Journal of Advanced Research in Computer Science
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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
English
2014
International Journal of Computer Trends and Technology
English
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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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