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A REVIEW OF DESIGN PATTERN MINING TECHNIQUES

This paper presents a review on current techniques and tools for mining design patterns from source code or design of software systems. We classify different

Design pattern mining enhanced by machine learning - IEEE Xplore

Design patterns present good solutions to frequently occurring problems in object-oriented software design. Thus their correct application in a system's de.

RESTalk Miner: Mining RESTful Conversations, Pattern Discovery

30 Sep 2018 Mining the logs of such RESTful conversations can facilitate knowledge sharing among API designers regarding design best practices as well

Towards Machine Learning Based Design Pattern Recognition

Keywords—Software design patterns, machine learning, pattern recognition [10] M. Zanoni, “Data mining techniques for design pattern detection,” Ph.D.

Free Online Course: Data Structures and Design Patterns for Game

Data structures and design patterns are both general programming and software architecture topics that span all software, not just games. Although we'll discuss

SCENARIO-BASED DESIGN IN DESIGN PATTERN MINING / The

SCENARIO-BASED DESIGN IN DESIGN PATTERN MINING. DS 68-6: Proceedings of the 18th International Conference on Engineering Design (ICED 11),

(PDF) Design pattern mining enhanced by machine learning

PDF Design patterns present good solutions to frequently occurring problems in object-oriented software design. Thus their correct application in a system's

Evaluation of design pattern recovery tools - ScienceDirect

Design pattern recovery approaches are assisted by different tools which recognize [10]: Z. Balanyi, R. Ferenc, Mining design patterns from C++ source code.

Software mining - Wikipedia

Software mining is an application of knowledge discovery in the area of software modernization program level (individual statements and variables); design pattern level; call graph level (individual procedures and their relationships)

[PDF] A Review of Design Pattern Mining Techniques - Semantic

This paper presents a review on current techniques and tools for mining design patterns from source code or design of software systems. We classify different

Building and mining a repository of design pattern instances

Design patterns are well-known design solutions that are reported to produce substantial benefits with respect to software quality. However, to our knowledge

Finding Patterns: Pattern Mining Isabell Goes Edu-Tech

1 Jul 2017 What is happening during pattern mining? How can “But Design patterns on their own are rather hard to evaluate and to use. They gain a

Towards Fast and Scalable Graph Pattern Mining - (Zaoxing) Liu

graph pattern mining engine that is both fast and scalable. Leveraging the .. design [52] or bayesian optimization [11] to fit the model. Further, we plan to

Software design pattern mining using classification-based

19 May 2018 Design patterns are often used in the development of object-oriented software. It offers reusable abstract information that is helpful in solving

Design Pattern Mining Enhanced by Machine Learning - CiteSeerX

Design Pattern Mining Enhanced by Machine Learning. Rudolf Ferenc, ´Arpád Beszédes, Lajos Fülöp and János Lele. University of Szeged, Department of

Detecting the Behavior of Design Patterns through Model Checking

23 Feb 2018 Zsolt Balanyi , Rudolf Ferenc, Mining Design Patterns from C++ Source Code, Proceedings of the International Conference on Software

A Case Study on Design Patterns and Software Defects in Open

In this research, we study the impact of design patterns on software defects by mining the repositories of open source software projects. Mining software

Mining Visual Evolution in 21 Years of Web Design

Design mining; data-driven design; web design; design evo- lution patterns (e.g. patches in each row) to reveal the evolution of a design trend. Over each

Discovery of Emerging Design Patterns in Ontologies Using Tree

Keywords: ontology, ontology fragment, emerging design pattern, ODP, pattern mining, tree mining, ontology reuse, BioPortal. 1. Design Patterns in Ontology

A Computational Method for Evaluating UI Patterns - arXiv

11 Jul 2018 The recent success of commercial UI design pattern lan- guages offers a rare category. Using text mining and computer vision techniques,.

A Review of Design Pattern Mining Techniques - Semantic Scholar

A Review of Design Pattern Mining Techniques. Jing Dong, Yajing Zhao, Tu Peng. Department of Computer Science, University of Texas at Dallas, Richardson,

Mining Domain-Specific Design Patterns - Inria

Most catalogues of web design patterns contain patterns of general purpose, making it difficult for developers to properly apply them. This has led to the advent

Software Architectures Design Patterns Mining for Security

Software Security Architectures, which are validated with appropriate SAO Web Services case studies. Index Terms—Architecture Mining, Design Pattern Mining

Design pattern mining using distributed learning automata and DNA

PLoS One. 2014 Sep 22;9(9):e106313. doi: 10.1371/journal.pone.0106313. eCollection 2014. Design pattern mining using distributed learning automata and

Discovery of emerging design patterns in ontologies using tree mining

29 Jun 2018 We describe our tree-mining method for identifying the emerging design patterns. The method works in two steps: (1) we transform the ontology

(PDF) Mining Design Patterns from C++ Source Code - ResearchGate

PDF Design patterns are micro architectures that have proved to be reliable, easy-to implement and robust. There is a need in science and industry for

SWIFT: Mining Representative Patterns from Large Event Streams

Representative Patterns (MRP). We then design a one-pass SWIFT approach that continuously mines the up-to-date MRP pattern set for each stream window

Template Method - Refactoring.Guru

Template Method is a behavioral design pattern that defines the skeleton of an algorithm in the Data mining classes contained a lot of duplicate code. At some

Applying software metrics for the mining of design pattern - IEEE

In this study, mining of design pattern technique has been presented, which is based on supervised learning techniques as well as software metrics. During the

Algorithms Free Full-Text Mining Domain-Specific Design Patterns

Domain-specific design patterns provide developers with proven solutions to common design problems that arise, particularly in a target application domain,

A Degree-Driven Approach to Design Pattern Mining Based on

Design patterns play an important role in the understanding and implementation of software design process, as well as the restoration of architecture. Cons.

Mining Design Patterns in Object Oriented Systems by a Model

In this paper we present an approach to automatically mine Design Patterns in existing Object Oriented systems and to trace system's source code components

What are the design patterns for data mining/machine learning

I have written about the “Impedance mismatch between data scientists, data engineers and production engineers” and how to build a scalable machine learning

Java Design Patterns Kurs Münchner Coding Akademie

Das Design Patterns Seminar der Coding Akademie München vermittelt Ihnen . Experte für Künstliche Intelligenz, Data Mining, Maschinelles Lernen, Python,

Design Pattern - Add new functionality to an abstract class

20 Jan 2018 enum CustomDataType {SomeMiningData = 0, SomeRoutingData} class ICustomData{ virtual CustomDataType GetType() = 0; } class

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