MARC details
| 000 -LEADER |
|---|
| fixed length control field |
04837namaa22004211i 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20250223033215.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
231204s2023 ua a|||fr|m|| 000 0 eng d |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
EG-GICUC |
| Language of cataloging |
eng |
| Transcribing agency |
EG-GICUC |
| Modifying agency |
EG-GICUC |
| Description conventions |
rda |
| 041 0# - LANGUAGE CODE |
|---|
| Language code of text/sound track or separate title |
eng |
| Language code of summary or abstract |
eng |
| -- |
ara |
| 049 ## - LOCAL HOLDINGS (OCLC) |
|---|
| Holding library |
Deposit |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
005.1 |
| Edition number |
21 |
| 092 ## - LOCALLY ASSIGNED DEWEY CALL NUMBER (OCLC) |
|---|
| Classification number |
005.1 |
| Edition number |
21 |
| 097 ## - Thesis Degree |
|---|
| Thesis Level |
M.Sc |
| 099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC) |
|---|
| Classification number |
Cai01.20.05.M.Sc.2021.Is.E |
| 100 0# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Islam Abdelhamid Ahmed Elmasry, |
| Relator term |
preparation. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Extracting software design using machine learning techniques / |
| Statement of responsibility, etc. |
by Islam Abdelhamid Ahmed Elmasry ; under the supervision of Prof. Dr. Khaled Wassif, Dr. Hanaa Bayoumi. |
| 246 15 - VARYING FORM OF TITLE |
|---|
| Title proper/short title |
استخراج تصميم البرمجيات باستخدام تقنيات التعلم الآلي |
| 264 #0 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Date of production, publication, distribution, manufacture, or copyright notice |
2023. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
75 Leaves : |
| Other physical details |
illustrations ; |
| Dimensions |
30 cm. + |
| Accompanying material |
CD. |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
Unmediated |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
volume |
| Source |
rdacarrier |
| 502 ## - DISSERTATION NOTE |
|---|
| Dissertation note |
Thesis (M.Sc.)-Cairo University, 2023. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Bibliography: pages 69-75. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
Understanding the software details and descriptions written in various documents (requirements,<br/>user stories, . . . etc.) helps in modeling the software for developing welldesigned<br/>software that meets requirements. So, software engineering research focuses<br/>on automating the process of software design and modeling.<br/>Since software engineering is a document-driven process, automating the design process<br/>is mainly done by extracting software design knowledge and components from<br/>the text. This can be done by using Natural Language Processing (NLP) techniques<br/>which enable computers to understand human languages. Utilizing Machine learning<br/>techniques for that goal can improve the accuracy of this process instead of using<br/>traditional NLP methods.<br/>In this research, the proposed approach uses machine learning techniques to extract<br/>class names and attributes from plain text (e.g. software requirements documents)<br/>through two consequent classifiers, the first one classifies each word into a class or not<br/>using predefined features, then, the second classifier starts to classify words into an<br/>attribute or not. Finally, dependency parsing is used to define a set of rules applied to<br/>the document given the extracted classes and attributes to relate the attributes to the<br/>classes, identifying methods, and extracting the use cases. The final outputs are two<br/>different types of Unified Modeling Languages (UML) models: a class diagram and a<br/>use case diagram.<br/>One of the contributions of this research is the created dataset in its final pre-processed<br/>form which could make it easier to use in the software design field in the future. The<br/>proposed approach can extract class names and their attributes with about 99% accuracy,<br/>98% precision, 89% recall, and 93% F-measure. Then the rule-based approach<br/>can relate the attributes to the classes and extract methods and use cases with about<br/>98.5% accuracy, and 86% F1-score. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
يساعد فهم تفاصيل البرمجيات وتوصيفاتها، والتي تكتب في مستندات ذات أشكال مختلفة )المتطلبات ، قصص<br/>المستخدمين ، ... إلخ( في نمذجة البرمجيات؛ لتطوير برامج ذات تصميم جيد تفي بالمتطلبات. لذا، فإن أتمتة<br/>عملية تصميم البرمجيات ونمذجتها هي محور أبحاث هندسة البرمجيات.<br/>نظرًا لأن هندسة البرمجيات هي عملية تعتمد بدرجة كبيرة على المستندات، فإن أتمتة عملية التصميم تتم بشكل<br/>أساسي عن طريق استخراج المعلومات الخاصة بتصميم البرمجيات ومكوناتها من النص المكتوب. يمكن القيام<br/>بذلك باستخدام تقنيات معالجة اللغة الطبيعية التي تمكن أجهزة الكمبيوتر من فهم اللغات البشرية.<br/>يمكن أن يؤدي استخدام تقنيات التعلم الآلي لتحقيق هذا الهدف إلى تحسين دقة هذه العملية بدلاً من استخدام الطرق<br/>التقليدية لمعالجة اللغات الطبيعية.<br/> |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE |
|---|
| Additional physical form available note |
Issues also as CD. |
| 546 ## - LANGUAGE NOTE |
|---|
| Language note |
Text in English and abstract in Arabic & English. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Software engineering. |
| 653 #0 - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
Software Design |
| -- |
Machine Learning |
| -- |
Natural Language Processing |
| -- |
unified Modelling Language |
| 700 0# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Khaled Wassif |
| Relator term |
thesis advisor. |
| 700 0# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Hanaa Bayoumi |
| Relator term |
thesis advisor. |
| 856 ## - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="http://172.23.153.220/th.pdf">http://172.23.153.220/th.pdf</a> |
| 900 ## - EQUIVALENCE OR CROSS-REFERENCE-PERSONAL NAME [LOCAL, CANADA] |
|---|
| Numeration |
01-01-2023 |
| Titles and other words associated with a name |
Khaled Wassif |
| -- |
Hanaa Bayoumi |
| Universities |
Cairo University |
| Faculties |
Faculty of Computers and Artificial Intelligence |
| Divisons |
Department of Software Engineering |
| 905 ## - LOCAL DATA ELEMENT E, LDE (RLIN) |
|---|
| Cataloger |
Eman |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
Thesis |
| Edition |
21 |
| Suppress in OPAC |
No |
