Correlation-Based Pruning Algorithm with Weight Compensation for Feedforward Neural Networks / (Record no. 175022)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 04319namaa22004451i 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - أخر تعامل مع التسجيلة | |
| control field | 20251102113445.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 251019s2025 ua a|||frm||| 000 0 eng d |
| 040 ## - CATALOGING SOURCE | |
| Original cataloguing 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 ## - Acquisition Source | |
| Acquisition Source | Deposit |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 620.00151 |
| 092 ## - LOCALLY ASSIGNED DEWEY CALL NUMBER (OCLC) | |
| Classification number | 620.00151 |
| Edition number | 21 |
| 097 ## - Degree | |
| Degree | Ph.D |
| 099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Local Call Number | Cai01.13.10.Ph.D.2025.Sh.C |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Authority record control number or standard number | Shaimaa Ebid Kamel Ebid, |
| Preparation | preparation. |
| 245 10 - TITLE STATEMENT | |
| Title | Correlation-Based Pruning Algorithm with Weight Compensation for Feedforward Neural Networks / |
| Statement of responsibility, etc. | by Shaimaa Ebid Kamel Ebid ; Supervisors Prof. Dr. Hany L. Abdel-Malek, Prof. Dr. Doaa Shawky, Prof. Dr. Samah El-Tantawy. |
| 246 15 - VARYING FORM OF TITLE | |
| Title proper/short title | خوارزم تقليم قائم على الارتباط مع تعويض الأوزان في الشبكات العصبية المغذية |
| 264 #0 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Date of production, publication, distribution, manufacture, or copyright notice | 2025. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 146 pages : |
| Other physical details | illustrations ; |
| Dimensions | 30 cm. + |
| Accompanying material | CD. |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Source | rda content |
| 337 ## - MEDIA TYPE | |
| Media type term | Unmediated |
| Source | rdamedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | volume |
| Source | rdacarrier |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (Ph.D)-Cairo University, 2025. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Bibliography: pages 105-108. |
| 520 #3 - SUMMARY, ETC. | |
| Summary, etc. | A new pruning algorithm for optimizing feed-forward neural networks has been developed based on the correlation coefficients among activation functions in hidden neuron outputs. This algorithm effectively removes insignificant hidden neurons, leading to reduced storage requirements while preserving accuracy and efficiency similar to the original network. Key conclusions include the ability to identify and prune neurons based on their correlation, update weights for neighboring neurons after pruning, and continue this process until a stopping criterion is satisfied. The algorithm maintains accuracy and often improves prediction performance relative to larger networks. Future research directions include testing the algorithm with more complex datasets, integrating it with existing pruning techniques, and extending its evaluation to different neural network architectures to assess adaptability and effectiveness across various applications. |
| 520 #3 - SUMMARY, ETC. | |
| Summary, etc. | تم تطوير خوارزمية جديدة للتقليم تهدف إلى تحسين الشبكات العصبية الترددية، تستند إلى معاملات الارتباط بين دوال التنشيط في مخرجات الخلايا العصبية المخفية. تقوم هذه الخوارزمية بإزالة الخلايا العصبية المخفية التي لا تحمل أهمية، مما يؤدي إلى تقليل متطلبات التخزين مع الحفاظ على الدقة والكفاءة مشابهة للشبكة الأصلية. تشمل الاستنتاجات الرئيسية القدرة على تحديد وتقليم الخلايا العصبية بناءً على الارتباطات، وتحديث الأوزان للخلايا العصبية المجاورة بعد التقليم، والاستمرار في هذه العملية حتى يتم استيفاء معيار التوقف. تحافظ الخوارزمية على الدقة وغالبًا ما تحسن أداء التنبؤ بالنسبة للشبكات الأكبر. تشمل اتجاهات البحث المستقبلي اختبار الخوارزمية مع مجموعات بيانات أكثر تعقيدًا، ودمجها مع تقنيات التقليم الحالية، وتوسيع تقييمها لمعماريات الشبكات العصبية المختلفة لتقييم قابلية التكيف والفاعلية عبر تطبيقات متنوعة. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Issues CD | Issues also as CD. |
| 546 ## - LANGUAGE NOTE | |
| Text Language | Text in English and abstract in Arabic & English. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Engineering Mathematics |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | الرياضيات الهندسية |
| 653 #1 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Feed forward Neural Network |
| -- | Pruning algorithms |
| -- | Weights updating |
| -- | Stopping criteria |
| -- | Pruning process |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hany L. Abdel-Malek |
| Relator term | thesis advisor. |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Doaa Shawky |
| Relator term | thesis advisor. |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Samah El-Tantawy |
| Relator term | thesis advisor. |
| 900 ## - Thesis Information | |
| Grant date | 01-01-2025 |
| Supervisory body | Hany L. Abdel-Malek |
| -- | Doaa Shawky |
| -- | Samah El-Tantawy |
| Universities | Cairo University |
| Faculties | Faculty of Engineering |
| Department | Department of Engineering Mathematics |
| 905 ## - Cataloger and Reviser Names | |
| Cataloger Name | Shimaa |
| Reviser Names | Eman Ghareb |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Thesis |
| Edition | 21 |
| Suppress in OPAC | No |
| Source of classification or shelving scheme | Home library | Current library | Date acquired | Inventory number | Full call number | Barcode | Date last seen | Effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | قاعة الرسائل الجامعية - الدور الاول | 19.10.2025 | 92219 | Cai01.13.10.Ph.D.2025.Sh.C | 01010110092219000 | 19.10.2025 | 19.10.2025 | Thesis |