Software defect prediction using data categorization and machine learning techniques / (Record no. 79849)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02336cam a2200337 a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | EG-GiCUC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250223032703.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 210208s2020 ua d f m 000 0 eng d |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | EG-GiCUC |
| Language of cataloging | eng |
| Transcribing agency | EG-GiCUC |
| 041 0# - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 049 ## - LOCAL HOLDINGS (OCLC) | |
| Holding library | Deposite |
| 097 ## - Thesis Degree | |
| Thesis Level | M.Sc |
| 099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | Cai01.13.10.M.Sc.2020.Mo.S |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Moheb Mofied Ragheb Henein |
| 245 10 - TITLE STATEMENT | |
| Title | Software defect prediction using data categorization and machine learning techniques / |
| Statement of responsibility, etc. | Moheb Mofied Ragheb Henein ; Supervised Salwa K. Abdelhafiz , Doaa M. Shawky |
| 246 15 - VARYING FORM OF TITLE | |
| Title proper/short title | التنبؤ بعيوب البرامج عن طريق استخدام طرق تصنيف البيانات وتقنيات التعلم الآلى |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Cairo : |
| Name of publisher, distributor, etc. | Moheb Mofied Ragheb Henein , |
| Date of publication, distribution, etc. | 2020 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 81 P . : |
| Other physical details | charts ; |
| Dimensions | 30cm |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Sc.) - Cairo University - Faculty of Engineering - Department of Mathematics and Physics |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | In this thesis, two approaches are proposed to overcome two main challenges in SDP; namely the class imbalance and overlap. The first approach is Clustering-based Undersampling Artificial Neural Network (CU-ANN) that tackles the imbalance problem. The second approach is Hybrid sampling Cost- Sensitive Support Vector Machine (HCSVM), which balances the data set by undersampling the majority class instances and oversampling the minority class ones. Moreover, minority samples are categorized based on their severity, where the degree of severity is directly proportional to the number of neighbors belonging to the majority class. Taking into consideration the severity of minority samples in the learning phase alleviates the impact of class overlap. A cost-sensitive approach that assigns high misclassification costs to di cult minority samples considers these samples rather than treating them as outliers. Experiments are conducted on benchmark data sets, NASA MDP, which are the most used datasets in SDP performance evaluation |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Additional physical form available note | Issued also as CD |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Artificial Neural Network |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Defect |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Software Defect Prediction |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Doaa M. Shawky , |
| Relator term | |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Salwa K. Abdelhafiz , |
| Relator term | |
| 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> |
| 905 ## - LOCAL DATA ELEMENT E, LDE (RLIN) | |
| Cataloger | Amira |
| Reviser | Cataloger |
| 905 ## - LOCAL DATA ELEMENT E, LDE (RLIN) | |
| Cataloger | Nazla |
| Reviser | Revisor |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Thesis |
| Source of classification or shelving scheme | Not for loan | Home library | Current library | Date acquired | Full call number | Barcode | Date last seen | Koha item type | Copy number |
|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | قاعة الرسائل الجامعية - الدور الاول | 11.02.2024 | Cai01.13.10.M.Sc.2020.Mo.S | 01010110082711000 | 22.09.2023 | Thesis | ||
| Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | مخـــزن الرســائل الجـــامعية - البدروم | 11.02.2024 | Cai01.13.10.M.Sc.2020.Mo.S | 01020110082711000 | 22.09.2023 | CD - Rom | 82711.CD |