[PDF] Top 20 Software Size and Effort Estimation from Use Case Diagrams Using Regression and Soft Computing Models

Software Size and Effort Estimation from Use Case Diagrams Using Regression and Soft Computing Models

... when using 4 th generation languages (4GL) such as Visual Basic and Matlab rather than using 3GL such as ...UML diagrams or implementing UML ...predicting software effort from ... See full document

233

Optimizing Software Effort Estimation Models Using Firefly Algorithm

... different soft computing techniques such as PSO-Tuned COCOMO, Fuzzy Logic with traditional effort estimation ...traditional effort estimation structures for NASAs software ... See full document

10

Evaluating Deep Learning Paradigms With TensorFlow And Keras For Software Effort Estimation

... However, using extremely shallow networks force the machine to memorize the training data reducing its generalizing ...of models work poorly when fed with new data Smith, Leslie N ...accuracy. Using ... See full document

9

Design Tool to Estimate Effort using Use Case based on Fuzzy Logic and Soft Computing Techniques

... oldest size metrics and has been widely used by models such as COnstructive COst MOdel (COCOMO) ...available size metric is the use case points (UCP) which was proposed by ...the ... See full document

5

Analogy-Based Software Quality Prediction with Project Feature Weights

... Quality estimation is an important and hard management ...today's software quality estimation models are built on using data from projects of single ...organization. Using ... See full document

5

A comparative study of effort estimation techniques using back propagation algorithm

... as regression models, Software Life Cycle Management (SLIM), COCOMO II model, require estimation process in a long ...for software developers and companies. Newer soft ... See full document

7

Software Quality Estimation using Machine Learning: Case based Reasoning Technique

... used soft computing approaches for software quality ...a software quality estimation ...model using fuzzy logic in [1] and also a fuzzy logic based analogy estimation ... See full document

6

Analysis Of Software Estimation Method: Function Point And Use Case Point

... different models and effort estimation methods have been developed in the past four ...improve effort estimation in software ...the software development ...the size ... See full document

5

Computing based effort estimation in software development of global project

... of software development ...the estimation models that are helpful make to the project managers for the ...estimation. Estimation software program development has always recently ... See full document

9

Software Development Effort Duration and Cost Estimation using Linear Regression and K Nearest Neighbors Machine Learning Algorithms

... in software development is Estimation. Various Software Effort Estimation models came into existence when people started following the standard project management ...often ... See full document

5

Artificial Neural Network Models For Software Effort Estimation

... in estimation performance can cause more frequent and larger project cost overruns during software ...important from a cost and opera- tional perspective ...proper estimation technique can ... See full document

5

An Effective Software Effort Estimation based on Functional Points using Soft Computing Techniques

... the software development effort in the early stage with a reasonable error before a project is ...Functional size measures are required in the early stage of ...as software size metric ... See full document

5

1. An empirical study on regression analysis to predict software effort based on use case points

... We evaluate the performance based on Magnitudes of relative error (MRE), mean magnitude of relative error (MMRE) and R 2 . These are the standard evaluation measures to predict the size and effort ... See full document

5

A Tool for Software Effort Estimation

... In software development organizations, there is different ...between software developers may be assigned to work on each task, developers and development ...the effort of the more experienced ... See full document

5

A CASE Study on Software Project Development Cost, Schedule & Effort Estimation

... Nowadays, software industry is very strong and interconnected with other ...Without software systems nothing is ...embedding software into hardware components is relatively high ...by software ... See full document

5

EFFORT ESTIMATION OF SOFTWARE PROJECT

... for software effort ...An effort based model is proposed by [4] for estimation of COCOMO model using genetic ...NASA software projects ...learning regression for ... See full document

9

The effects of sample size on the estimation of regression mixture models

... mixture models are a specific form of finite mixture ...statistical models that estimate population heterogeneity through a finite set of empirically derived latent ...classes. Regression mixture ... See full document

40

Software Development Effort Estimation – Neural Network Vs. Regression Modeling Approach

... A comparison of the 3-3-1 NN output with measured experimental values of effort shows the % error varying from +14.05 to -25.60, +12.76 to -18.89 and +13.66 to -15.75 for the training dataset (25 nos.), ... See full document

7

Software Effort Estimation using Fuzzy Logic Membership Functions

... calculate effort of the software developed. Fuzzy logic comes under soft computing, which is based on non- algorithmic ...15 effort multipliers reflecting personnel capability, product ... See full document

5

Software Maintainability Prediction Using Soft Computing Techniques

... built using fuzzy set ...obtained from experienced human operators. Mamdani’s effort was based on LotfiZadeh’s paper on fuzzy algorithms for complex systems and decision ... See full document

12