A proposed approach for statistical analysis and modeling of big data / (Record no. 169509)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 05185namaa22004091i 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - أخر تعامل مع التسجيلة | |
| control field | 20250223033347.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 241217s2023 |||a|||f m||| 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 | 519.5 |
| 092 ## - LOCALLY ASSIGNED DEWEY CALL NUMBER (OCLC) | |
| Classification number | 519.5 |
| Edition number | 21 |
| 097 ## - Degree | |
| Degree | M.Sc |
| 099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Local Call Number | Cai01.18.04.M.Sc.2023.Ah.P. |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Authority record control number or standard number | Ahmed Ali Abou Elfotouh, |
| Preparation | preparation. |
| 245 1# - TITLE STATEMENT | |
| Title | A proposed approach for statistical analysis and modeling of big data / |
| Statement of responsibility, etc. | By Ahmed Ali Abou Elfotouh; Superviser Prof. Ahmed Amin El-sheikh. |
| 246 15 - VARYING FORM OF TITLE | |
| Title proper/short title | : أسلوب مقترح للتحليل الإحصائي ونمذجة البيانات الكبيرة / |
| 264 #0 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Date of production, publication, distribution, manufacture, or copyright notice | 2023. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 83 Leaves : |
| 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, 2023. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Bibliography: pages 80-83. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | The digital world has witnessed rapid technological developments, which resulted in the emergence of the term big data, to reflect the presence of a remarkable digital boom in the field of data analysis, in addition to being a pivotal stage in the stages of communication and information systems. Although big data was hardly known a few years ago, it is one of the most discussed topics in business today across many sectors such as medical and scientific research, financial services, retail and networking, mobile phones, telecommunications, etc. It is worth noting that the field of statistics is considered one of the fundamental areas in the analysis of big data due to the usage of many modern and traditional statistical methods to analyze that data, where statistical programs contribute significantly to data analysis and modeling. So, this study aims to identify the definition of big data and its types, in addition to the most prominent methodologies used to analyze big data. It also deals with regression analysis models, sample types and their selection mechanisms. A practical application of big data analysis was also reviewed by applying the linear regression model to the temperature database in Brazil, within this aspect, the regression model is applied to the data after using divide and conquer and sampling methods. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | شهد العالم الرقمي خلال العقود الأخيرة تطورات تكنولوجية متسارعة، أسفرت عن ظهور مصطلح البيانات الضخمة، لتعكس وجود طفرة رقمية ملحوظة في مجال تحليل البيانات، بالإضافة إلى كونها مرحلة محورية من مراحل نظم الاتصالات والمعلومات، وعلى الرغم من أن البيانات الضخمة بالكاد كانت معروفة منذ بضع سنوات، إلا أنها تعد واحدة من أكثر الموضوعات التي تمت مناقشتها في مجال الأعمال اليوم عبر العديد من القطاعات على غرار المجال الطبي والبحث العلمي، والخدمات المالية والبيع بالتجزئة والشبكات الاجتماعية وما إلى ذلك. ومن الجدير بالذكر أن مجال الإحصاء يٌعتبر من المجالات الجوهرية في تحليل البيانات الضخمة نظرًا لاستخدام العديد من الأساليب الإحصائية الحديثة والتقليدية لتحليل تلك البيانات، حيث تسهم البرامج الإحصائية بشكل كبير في تحليل البيانات والنمذجة. لذا، تهدف الدراسة إلى التعرف على مفهوم البيانات الضخمة، وأنواعها، بالإضافة إلى أبرز الأساليب الإحصائية المستخدمة لتحليل البيانات الضخمة مثل تحليل الانحدار regression analysis وطريقة التقسيم وإعادة التجميع divide and conquer method ، وطرق العينات sampling methods، كما تم استعراض تطبيق عملي لتحليل البيانات الضخمة من خلال تطبيق نموذج الانحدار الخطي على قاعدة بيانات درجات الحرارة في البرازيل، وتم تطبيق نموذج الانحدار على البيانات بعد استخدام أسلوب التقسيم وإعادة التجميع divide and conquer method وأسلوب العينات sampling methods. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Issues CD | Issues also as CD. |
| 546 ## - LANGUAGE NOTE | |
| Text Language | Text in English and abstract in English. |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Statistical mathematics |
| Source of heading or term | qrmak |
| 653 #0 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Big data |
| -- | Big data analysis |
| -- | Regression analysis |
| -- | Divide and conquer method |
| -- | Sampling methods |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ahmed Amin El-sheikh |
| Relator term | thesis advisor. |
| 900 ## - Thesis Information | |
| Grant date | 01-01-2023 |
| Supervisory body | Ahmed Amin El-sheikh |
| Universities | Cairo University |
| Faculties | Faculty of Graduate Studies for Statistical Research |
| Department | Department of Applied Statistics and Econometrics |
| 905 ## - Cataloger and Reviser Names | |
| Cataloger Name | Sara Salah |
| Reviser Names | Huda |
| 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 | 17.12.2024 | 89690 | Cai01.18.04.M.Sc.2023.Ah.P. | 01010110089690000 | 17.12.2024 | 17.12.2024 | Thesis |