A Study on Framework for Anti-Pattern Evaluation of System Software

Abstract: Studies with a variety of viewpoints, goals, measurements, and quality characteristics have been conducted in order to determine the effect of design patterns on quality attributes. This has resulted in findings that are contradictory and difficult to compare. They want to explain these findings by taking into account confounding variables, practises, measurements, and implementation problems that have an impact on quality. Furthermore, there is a paucity of research that establishes a link between design pattern assessments and pattern creation studies, which is a significant limitation. For the purpose of detecting and categorising software performance anti-patterns, this article proposes a non-intrusive machine learning method dubbed Non-intrusive Performance Anti-pattern Detector (NiPAD). Keywords: software performance, anti-patterns, classification, machine learning, dynamic software analysis

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Machine Learning for Dynamic Software Analysis: Potentials and Limits

10.1007/978-3-319-96562-8 ◽

2018 ◽

Cited By ~ 7

Keyword(s):

Machine Learning ◽

Software Analysis ◽

Dynamic Software

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OVERVIEW OF MACHINE LEARNING METHODS FOR DYNAMIC SOFTWARE ANALYSIS

10.17084/978-5-7765-1480-7-2021-242 ◽

2021 ◽

Author(s):

Denis Sergeevich Mayorko ◽

Sergey Aleksandrovich Tyasto

Keyword(s):

Machine Learning ◽

Learning Methods ◽

Software Analysis ◽

Machine Learning Methods ◽

Dynamic Software

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ANALYZING AND IMPROVING WEB APPLICATION QUALITY USING DESIGN PATTERNS

INTERNATIONAL JOURNAL OF COMPUTERS & TECHNOLOGY ◽

10.24297/ijct.v2i2b.2641 ◽

2012 ◽

Vol 2 (2) ◽

pp. 112-116

Author(s):

Shikha Bhatia ◽

Mr. Harshpreet Singh

Keyword(s):

Web Application ◽

Design Pattern ◽

Design Patterns ◽

Web Applications ◽

Past Research ◽

Software Systems ◽

Interactive Software ◽

Web Based ◽

Software Application ◽

Execution Speed

With the mounting demand of web applications, a number of issues allied to its quality have came in existence. In the meadow of web applications, it is very thorny to develop high quality web applications. A design pattern is a general repeatable solution to a generally stirring problem in software design. It should be noted that design pattern is not a finished product that can be directly transformed into source code. Rather design pattern is a depiction or template that describes how to find solution of a problem that can be used in many different situations. Past research has shown that design patterns greatly improved the execution speed of a software application. Design pattern are classified as creational design patterns, structural design pattern, behavioral design pattern, etc. MVC design pattern is very productive for architecting interactive software systems and web applications. This design pattern is partition-independent, because it is expressed in terms of an interactive application running in a single address space. We will design and analyze an algorithm by using MVC approach to improve the performance of web based application. The objective of our study will be to reduce one of the major object oriented features i.e. coupling between model and view segments of web based application. The implementation for the same will be done in by using .NET framework.

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