A COMPREHENSIVE APPROACH TOWARDS DEVELOPING INTELLIGENT SYSTEM : INFORMATION SYSTEM DEVELOPMENT USING DATA ANALYSIS

Language: English

Published by LAP LAMBERT Academic Publishing, 2021

6203202495 / 9786203202496

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nach der Bestellung gedruckt Neuware - Printed after ordering - Designing Intelligent Software System for software defect prediction (SDP) is an important challenge in the field of software engineering using machine learning algorithms as class-imbalance problems cause difficulties for classification of defective and non-defective modules so Imbalanced learning deals with this problem and also used by researchers, but unfortunately with inconsistent results. For this, we conducted a comprehensive experiment for designing intelligent software system using the effect of imbalanced learning on imbalance dataset metrics, type of classifier, input metrics and imbalanced learning method. The major requirement in designing Intelligent Software System for software defect prediction typically uses methods and frameworks which allow software engineers to focus on development activities in terms of defect-prone code, thereby improving software quality and making better use of resources. Many software defect prediction datasets, methods and frameworks are complex, thus a comprehensive picture of defect prediction research from development phase is missing. This research aims to identify and analyse the research trends, datasets, methods and frameworks used in software defect prediction research from 2014 to 2020.…

Seller Inventory # 9786203202496

Title
A COMPREHENSIVE APPROACH TOWARDS DEVELOPING INTELLIGENT SYSTEM : INFORMATION SYSTEM DEVELOPMENT USING DATA ANALYSIS
Author
Abhay Bansal
Publisher
LAP LAMBERT Academic Publishing
Publication year
2021
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
6203202495
ISBN 13
9786203202496
Item weight
227 grams
Dimensions
220x150x9 mm

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