Pattern recognition based methods for modeling and analysis of software rejuvenation / (Record no. 48003)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02342cam a2200337 a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | EG-GiCUC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250223031100.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 141028s2014 ua dh 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 | Cai01.20.01.M.Sc.2014.Al.P |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Alzahraa Sabry Ahmed Mohammed |
| 245 10 - TITLE STATEMENT | |
| Title | Pattern recognition based methods for modeling and analysis of software rejuvenation / |
| Statement of responsibility, etc. | Alzahraa Sabry Ahmed Mohammed ; Supervised Reda A. Elkhoribi , Eid Emary |
| 246 15 - VARYING FORM OF TITLE | |
| Title proper/short title | طرق قائمة على ادراك الانماط لنمذجة وتحليل تجديد البرمجيات |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Cairo : |
| Name of publisher, distributor, etc. | Alzahraa Sabry Ahmed Mohammed , |
| Date of publication, distribution, etc. | 2014 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 75 Leaves : |
| Other physical details | charts , facsimiles ; |
| Dimensions | 30cm |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Sc.) - Cairo University - Faculty of Computers and Information - Department of Information Technology |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | This thesis handles the software aging problem, which may be prevented using some rejuvenation techniques for the system before the crash occurs. Several machine learning based techniques are used to detect when to rejuvenate the system, in order to ensure its reliability and availability. For this purpose several machine learning based techniques are tried and tested on a set of collected bank data. Feature selection and reduction is first applied to the collected data in order to avoid the curse of dimensionality problem. A set of experiments with different classifiers are run on the processed data. These include back-propagation neural networks, K-nearest neighbors, Naive Bayes classifier, support vector machine, quadratic discriminant analysis and linear discriminant analysis. The highest obtained accuracy with respect to some online banking data is 87% using the linear discriminant analysis method. These experimental results are very promising, proving that machine learning techniques are reliable in the field of software rejuvenation |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Additional physical form available note | Issued also as CD |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Methods-sof |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Pattern recognition |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Ware rejuvenation |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Eid Emary , |
| Relator term | |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Reda A. Elkhoribi , |
| 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 | Aml |
| 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 | Cai01.20.01.M.Sc.2014.Al.P | 01010110063831000 | 22.09.2023 | Thesis | ||
| Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | مخـــزن الرســائل الجـــامعية - البدروم | 11.02.2024 | Cai01.20.01.M.Sc.2014.Al.P | 01020110063831000 | 22.09.2023 | CD - Rom | 63831.CD |