Transforming hopfield networks into high-performance machine learning classifiers for computational efficiency / (Record no. 176905)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 04272namaa22004331i 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | EG-GICUC |
| 005 - أخر تعامل مع التسجيلة | |
| control field | 20251222101523.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 251221s2025 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 | 621.3 |
| 092 ## - LOCALLY ASSIGNED DEWEY CALL NUMBER (OCLC) | |
| Classification number | 621.3 |
| Edition number | 21 |
| 097 ## - Degree | |
| Degree | M.Sc |
| 099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Local Call Number | Cai01.13.08.M.Sc.2025.Mo.T |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Authority record control number or standard number | Mohamed Abdelkarim Shaban Omar, |
| Preparation | preparation. |
| 245 10 - TITLE STATEMENT | |
| Title | Transforming hopfield networks into high-performance machine learning classifiers for computational efficiency / |
| Statement of responsibility, etc. | by Mohamed Abdelkarim Shaban Omar ; Supervisors Prof. Dr. Hanan Ahmed Kamal, Prof. Dr. Doaa Mohamed Shawky. |
| 246 15 - VARYING FORM OF TITLE | |
| Title proper/short title | ﺘﺤوﻴﻝ ﺸﺒﻛﺎت ﻫوﺒﻔﻴﻠد إﻟﻰ ﻤﺼﻨﻔﺎت ﺘﻌﻠم آﻟﻲ ﻋﺎﻟﻴﺔ اﻷداء ﻟﺘﺤﻘﻴق اﻟﻛﻔﺎءة اﻟﺤﺎﺴوﺒﻴﺔ / |
| 264 #0 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Date of production, publication, distribution, manufacture, or copyright notice | 2025. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 84 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 (M.Sc)-Cairo University, 2025. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Bibliography: pages 79-84. |
| 520 #3 - SUMMARY, ETC. | |
| Summary, etc. | State-of-the-art classification neural networks, complex and multi-layered, demand sig-<br/>nificant energy and computational resources. In contrast, the Hopfield Neural Network<br/>(HNN) is a simpler, single-layer network, emulating the human associative memory net-<br/>work (AM). This makes HNN efficient for tasks like image processing and pattern recog-<br/>nition, consuming less time and power. Its compatibility with oscillatory neural networks<br/>(ONNs) suits it for machine learning applications in IoT and big data contexts. Notably,<br/>HNN is typically used as AM rather than a classifier. This work introduces an advanced<br/>HNN classifier, versatile across various datasets, including images. With minimal train-<br/>ing time, it’s ideal for resource-limited environments. This HNN classifier sets a new<br/>benchmark in classification, achieving a 96% test accuracy on the MNIST dataset, a 36%<br/>improvement over previous HNN classifiers, marking a notable achievement in machine<br/>learning. |
| 520 #3 - SUMMARY, ETC. | |
| Summary, etc. | الشبكات العصبية الحديثة للتصنيف تعتمد على التراجع التدريجي أثناء التدريب وتستهلك موارد كبيرة، بينما تُعد شبكة هوبفيلد العصبية (HNN) أبسط بتصميمها كشبكة ذات طبقة واحدة وأوزان متماثلة، مما يحاكي الذاكرة الترابطية البيولوجية البشرية. تُستخدم HNN عادةً كذاكرة ترابطية لتخزين واسترجاع البيانات، وتتميز ببساطتها واحتياجها الأقل للموارد، مع إمكانية تنفيذها على الأجهزة باستخدام الشبكات العصبية التذبذبية (ONNs). يقدم العمل الحالي مُصنفًا جديدًا يعتمد على HNN مستوحى من إكمال الأنماط البيولوجية، ويدعم مجموعات بيانات متنوعة مع وقت تدريب متناهي الصغر. يحقق المُصنف دقة 96% على بيانات MNIST، متفوقًا بنسبة 36% على المصنفات السابقة، مع أسرع وقت تدريب وأقل تعقيد حسابي، مما يجعله خيارًا رائدًا في تصنيف البيانات. |
| 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 | Electrical engineering |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | هندسة الإلكترونيات |
| 653 #1 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Hopfield neural network |
| -- | Image classification |
| -- | Single layer network |
| -- | oscillatory neural network |
| -- | ML |
| -- | AI |
| -- | شبكة هوبفيلد العصبية |
| -- | تصنيف الصور |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hanan Ahmed Kamal |
| Relator term | thesis advisor. |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Doaa Mohamed Shawky |
| Relator term | thesis advisor. |
| 900 ## - Thesis Information | |
| Grant date | 01-01-2025 |
| Supervisory body | Hanan Ahmed Kamal |
| -- | Doaa Mohamed Shawky |
| Discussion body | Omar Ahmed Ali Nasr |
| -- | Heba Ahmed Abdelsalam Elnemr |
| Universities | Cairo University |
| Faculties | Faculty of Engineering |
| Department | Department of Electronics and Electrical Communications Engineering |
| 905 ## - Cataloger and Reviser Names | |
| Cataloger Name | Shimaa |
| 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 | 21.12.2025 | 92879 | Cai01.13.08.M.Sc.2025.Mo.T | 01010110092879000 | 21.12.2025 | 21.12.2025 | Thesis |