A Novel Natural Language Processing (NLP) Approach to Automatically Generate Conceptual Class Model from Initial Software Requirements

2017 ◽  
pp. 476-484 ◽  
Author(s):  
Mudassar Adeel Ahmed ◽  
Wasi Haider Butt ◽  
Imran Ahsan ◽  
Muhammad Waseem Anwar ◽  
Muhammad Latif ◽  
...  
Keyword(s):  
Natural Language Processing ◽  
Natural Language ◽  
Language Processing ◽  
Software Requirements ◽  
Class Model

A Framework for the Generation of Class Diagram from Text Requirements using Natural language Processing

2021 ◽  
Vol 10 (1) ◽  
pp. 25-31
Keyword(s):  
Natural Language Processing ◽  
Software Development ◽  
Natural Language ◽  
Language Processing ◽  
English Language ◽  
Software Requirements ◽  
Class Diagram ◽  
Requirement Analysis ◽  
Part Of Speech ◽  
Software Engineers

The software development procedure begins with identifying the requirement analysis. The process levels of the requirements start from analysing the requirements to sketch the design of the program, which is very critical work for programmers and software engineers. Moreover, many errors will happen during the requirement analysis cycle transferring to other stages, which leads to the high cost of the process more than the initial specified process. The reason behind this is because of the specifications of software requirements created in the natural language. To minimize these errors, we can transfer the software requirements to the computerized form by the UML diagram. To overcome this, a device has been designed, which plans can provide semi-automatized aid for designers to provide UML class version from software program specifications using natural Language Processing techniques. The proposed technique outlines the class diagram in a well-known configuration and additionally facts out the relationship between instructions. In this research, we propose to enhance the procedure of producing the UML diagrams by utilizing the Natural Language, which will help the software development to analyze the software requirements with fewer errors and efficient way. The proposed approach will use the parser analyze and Part of Speech (POS) tagger to analyze the user requirements entered by the user in the English language. Then, extract the verbs and phrases, etc. in the user text. The obtained results showed that the proposed method got better results in comparison with other methods published in the literature. The proposed method gave a better analysis of the given requirements and better diagrams presentation, which can help the software engineers. Key words: Part of Speech,UM

Natural Language Processing Approach for UML Class Model Generation from Software Requirement Specifications via SBVR

2018 ◽  
Vol 27 (06) ◽  
pp. 1850027
Author(s):  
Murali Mohanan ◽  
Philip Samuel
Keyword(s):  
Natural Language Processing ◽  
Natural Language ◽  
Language Processing ◽  
Model Generation ◽  
Class Model ◽  
Software Requirement ◽  
Full Responsibility ◽  
Processing Approach ◽  
Requirement Specifications

This article has been retracted due to partial plagiarism and the author Murali Mohanan takes full responsibility for the partial plagiarism detected. A notice of retraction is published in Vol. 27 No. 8

scholarly journals Software requirements as an application domain for natural language processing

2017 ◽  
Vol 51 (2) ◽  
pp. 495-524 ◽  
Author(s):  
Themistoklis Diamantopoulos ◽  
Michael Roth ◽  
Andreas Symeonidis ◽  
Ewan Klein
Keyword(s):  
Natural Language Processing ◽  
Natural Language ◽  
Language Processing ◽  
Software Requirements ◽  
Application Domain
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