Software design pattern recognition using machine learning techniques

Dwivedi, Ashish Kumar; Tirkey, Anand; Ray, Ransingh Biswajit; Rath, Santanu Kumar

doi:10.1109/tencon.2016.7847994

Cited by 29 publications

(15 citation statements)

References 17 publications

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“…In design pattern mining, detecting the design pattern is a frequent study objective. To do so, studies have used machine learning algorithms [87,[89][90][91], ensemble learning [95], deep learning [97], graph theory [94], and text mining [86,95].…”

Section: Data Mining In Design Pattern Miningmentioning

confidence: 99%

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Data Mining and Machine Learning for Software Engineering

Kiyak¹

2021

Data Mining - Methods, Applications and Systems

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Software engineering is one of the most utilizable research areas for data mining. Developers have attempted to improve software quality by mining and analyzing software data. In any phase of software development life cycle (SDLC), while huge amount of data is produced, some design, security, or software problems may occur. In the early phases of software development, analyzing software data helps to handle these problems and lead to more accurate and timely delivery of software projects. Various data mining and machine learning studies have been conducted to deal with software engineering tasks such as defect prediction, effort estimation, etc. This study shows the open issues and presents related solutions and recommendations in software engineering, applying data mining and machine learning techniques.

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Section: Data Mining In Design Pattern Miningmentioning

confidence: 99%

“…In study [91], the training dataset consists of 67 object-oriented (OO) metrics extracted by using the JBuilder tool. The authors used LRNN and decision tree techniques for pattern detection.…”

Section: Data Mining In Design Pattern Miningmentioning

confidence: 99%

Data Mining and Machine Learning for Software Engineering

Kiyak¹

2021

Data Mining - Methods, Applications and Systems

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“…For the popularity, a coaching dataset is developed supported code metrics and machine learning algorithmic rule like layer perennial neural network and call tree are applied for the patterns detection method. It uses Object-oriented metrics for the preparation of metrics primarily based dataset [5]. The popularity of the planning pattern is performed by victimization the abstract industrial plant and adapter design patterns.…”

Section: Related Workmentioning

confidence: 99%

A Design Pattern Structure Specification to Extract Statistical Report

Mythily¹,

Nambiar²,

A³

et al. 2019

IJITEE

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Design patterns are ecological abstract documents which offer acceptable solutions for the continual issues. It allows developers to communicate in a well-known way with the system design. This paper reviewing set of research articles to know the current trend on design pattern’s applications. This research also introduces the structure of a new pattern that acts as data analyzer of any software given as input. This pattern acts as centralized data storage of concrete class objects. The instances are analyzed by various functionalities of analyzer in-order to derive results. It helps to solve some of the day to day problems faced by the software designer. This pattern provides services for a group of concrete members to design set of functionalities in order to support data analytics. The structure and its applicability on software are examined, using a case study

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“…The issues of NN application for estimating size of the developed software are considered in [6]. Application of NN for recognition of software design patterns based on the open source code of the product is considered in [7].…”

Section: Literature Review and Problem Statementmentioning

confidence: 99%

“…However, the solutions discussed in [6][7][8][9][10][11][12] require conversion of textual descriptions of software components, their templates and web services into sets of the numerical data necessary for the NN functioning. In addition, in the course of application of the results described in [11,12], a necessity of reverse conversion of the numerical result of the NN operation to a web-service description arises in a number of cases.…”

Section: Literature Review and Problem Statementmentioning

confidence: 99%