[PDF] Top 20 Software Development Effort Estimation – Neural Network Vs. Regression Modeling Approach

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

... global software development industry has now become more matured and ...software development. The challenge then lies in accurately modeling and predicting the software ... See full document

7

Artificial Neural Network Models For Software Effort Estimation

... in estimation performance can cause more frequent and larger project cost overruns during software ...proper estimation technique can have a significant im- pact on the ...like regression is ... See full document

5

To Design and Implement Neural Network and Fuzzy Logic for Software Development Effort Prediction

... systematic approach to the development, maintenance and retirement of the ...that software engineering faces. The main problem that occurs in software engineering is when we are not reliable ... See full document

6

EFFORT ESTIMATION OF SOFTWARE PROJECT

... a software development ...in modeling the inherent complex relationships between the contributing factors, are unable to handle categorical data as well as lack of reasoning capabilities ... See full document

9

Estimation of Software Development Effort Using Back Propagation Neural Network for COCOMO II Dataset

... dynamic neural network that will initially use COCOMO II ...developing effort estimation models with better guessing ...the software industry is to select the best approach to ... See full document

9

Comprehensive Analysis of Effort Estimation in Software Development

... Effort estimation is required to yield accurate cost associated with the software ...The software crisis becomes critical analysis under circumstances in which failure in software is ... See full document

7

Software Quality Estimation using Machine Learning: Case based Reasoning Technique

... for software quality ...a software quality estimation ...analogy estimation approach in ...six software quality estimation techniques namely Regression Tree, Fuzzy ... See full document

6

Software Development Effort Estimation Techniques: A Review

... cost estimation. Software researchers have turned their attention to new approaches those are based on soft computing methodologies such as based on artificial neural networks and fuzzy logic models ... See full document

5

A New High Performance Neural Network Model For Software Effort Estimation

... many software cost estimation models have been ...the software development effort. Neural networks are good at modeling complex nonlinear relation and it have learning ... See full document

6

Neural Network Approaches for Software Development Time Estimation: A Review

... “Software Effort Estimation Using Neuro-Fuzzy Approach” (2012) in this paper they explore Neuro-fuzzy techniques to design a suitable model to utilize improved estimation of ... See full document

9

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

... the neural net topology. A single wide neural networ k will be able to learn any function given enough training ...Multi-Layered neural network topology will generalize the training data in a ... See full document

9

A New Architecture Based on Artificial Neural Network and PSO Algorithm for Estimating Software Development Effort

... of software, software companies often have difficulty in estimating the effort required to complete software projects ...[17]. Software project managers have always tried, in one way or ... See full document

6

A Hybrid Approach for Software Development Effort Estimation using Neural networks, Genetic Algorithm, Multiple Linear Regression and Imperialist Competitive Algorithm

... accurate estimation of the software development effort is crucial for software ...of software development effort ...linear regression methods and ... See full document

18

Neural Network based Software Effort Estimation: A Survey

... and regression modeling approach for the soft-ware effort ...estimated effort using McCabe Complexity (1976), Dhama Coupling (Martin et ...predicting development time for Martin ... See full document

6

Type-2 Fuzzy Logic Approach To Increase The Accuracy Of Software Development Effort Estimation

... the effort required for software production and development has been studied for many years and numerous articles have so far been published in this ...and software effort ... See full document

8

Implementing Decision Tree for Software Development Effort Estimation of Software Project

... for estimation based upon various feature selection and machine learning techniques for non-quantitative data and is investigated in two ...include effort estimation for reduced dataset using machine ... See full document

6

Analogy-Based Software Quality Prediction with Project Feature Weights

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

5

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

... Bhaskar Marapelli is a Scholar at Sri JagadishPrasad JhabarmalTibrewala University, Rajasthan, India. He has got a Bachelor's degree in Computer science and Information Technology (2005) from the Department of ... See full document

5

Effort Estimation in Global Software Development - A Systematic Review

... global software projects work ...the software industry ...utilizing effort estimation in GSD to identify the potential benefits and threats in ... See full document

30

Towards Better Accuracy and Risk Handling In Cost Estimation Using Assessment Values

... schedule, effort and cost estimates. The estimation techniques can primarily be subdivided into two major categories: formal methods (parametric models such as COCOMO) and expert‐judgment based ...formal ... See full document

6