On the Use of Machine Learning and Search-Based Software Engineering for Ill-Defined Fitness Function: A Case Study on Software Refactoring

2014 ◽  
pp. 31-45 ◽  
Author(s):  
Boukhdhir Amal ◽  
Marouane Kessentini ◽  
Slim Bechikh ◽  
Josselin Dea ◽  
Lamjed Ben Said
Keyword(s):  
Machine Learning ◽  
Software Engineering ◽  
Fitness Function ◽  
Search Based Software Engineering ◽  
Software Refactoring

Software Engineering for Machine Learning: A Case Study

2019 ◽  
Author(s):  
Saleema Amershi ◽  
Andrew Begel ◽  
Christian Bird ◽  
Robert DeLine ◽  
Harald Gall ◽  
...  
Keyword(s):  
Machine Learning ◽  
Software Engineering

scholarly journals SELM: Software Engineering of Machine Learning Models

2021 ◽  
Author(s):  
Nafiseh Jafari ◽  
Mohammad Reza Besharati ◽  
Maryam Hourali
Keyword(s):  
Machine Learning ◽  
Software Engineering ◽  
Interdisciplinary Approach ◽  
Interdisciplinary Teams ◽  
Process Efficiency ◽  
Training Dataset ◽  
Learning Models ◽  
Machine Learning Model ◽  
Machine Learning Models

One of the pillars of any machine learning model is its concepts. Using software engineering, we can engineer these concepts and then develop and expand them. In this article, we present a SELM framework for Software Engineering of machine Learning Models. We then evaluate this framework through a case study. Using the SELM framework, we can improve a machine learning process efficiency and provide more accuracy in learning with less processing hardware resources and a smaller training dataset. This issue highlights the importance of an interdisciplinary approach to machine learning. Therefore, in this article, we have provided interdisciplinary teams’ proposals for machine learning.

On the use of many quality attributes for software refactoring: a many-objective search-based software engineering approach

2015 ◽  
Vol 21 (6) ◽  
pp. 2503-2545 ◽  
Author(s):  
Mohamed Wiem Mkaouer ◽  
Marouane Kessentini ◽  
Slim Bechikh ◽  
Mel Ó Cinnéide ◽  
Kalyanmoy Deb
Keyword(s):  
Software Engineering ◽  
Quality Attributes ◽  
Search Based Software Engineering ◽  
Engineering Approach ◽  
Software Refactoring
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