Towards an effective approach to detect the hidden patterns / (Record no. 84156)
[ view plain ]
| 000 -LEADER | |
|---|---|
| fixed length control field | 03005cam a2200349 a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | EG-GiCUC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250223032918.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 220208s2021 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 | Cai01.20.04.M.Sc.2021.Re.T |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Reem Kadry Ibrahim Montasser |
| 245 10 - TITLE STATEMENT | |
| Title | Towards an effective approach to detect the hidden patterns / |
| Statement of responsibility, etc. | Reem Kadry Ibrahim Montasser ; Supervised Hatem Mohamed Elkadi , Osama Mostafa Ismael |
| 246 15 - VARYING FORM OF TITLE | |
| Title proper/short title | نحو منهج فعال للكشف عن الانماط المخفية |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Cairo : |
| Name of publisher, distributor, etc. | Reem Kadry Ibrahim Montasser , |
| Date of publication, distribution, etc. | 2021 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 88 Leaves : |
| Other physical details | charts ; |
| Dimensions | 30cm |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Sc.) - Cairo University - Faculty of Computers and Artificial Intelligence - Department of Information Systems |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Data mining is considered to be a field of research whose objective is to investigate good knowledge from large amount of data. Data mining field has been widely spread in the past two decades in computer science area. One of the most widely spread data mining technique is K- Nearest Neighbour, because it is simply used and can be applied on different types of data. The presence of multidimensional and outliers data have great effect on the accuracy of the KNN algorithm. In this thesis, a new hybrid approach called Particle Optimized Scored K-Nearest Neighbour was proposed in order to improve the performance of KNN. The new approach is implemented in two phases; the first phase helps to solve the multidimensional data by making feature selection using Modified Particle Swarm Optimization algorithm, the second phase helps to solve the presence of outliers by taking the result of the first phase and apply on it a new proposed scored KNN technique. The proposed approach was applied on two datasets; first, Soybean dataset which is composed of 36 attributes, 15 classes and 684 instances. Second, real life dataset gathered from 3 dental clinics in El Baharia Oasis in Egypt which is composed of 56 attributes, 2 classes and 328 instances. The model was implemented using 10 fold cross validation. Experiments showed that the proposed hybrid approach gave better performance than classical KNN and Modified KNN described in the related workReem Kadry and Osama Ismael, 2A New Hybrid KNN Classification Approach based on Particle Swarm Optimization3, International Journal of Advanced Computer Science and Applications (IJACSA), vol. 11, Issue 11, 2020. The journal is considered to be indexed, Scopus and web of science |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Additional physical form available note | Issued also as CD |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | information system series |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Data mining |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Hidden patterns |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | K-Nearest Neighbour (KNN) |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hatem Elkadi , |
| Relator term | |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Osama Ismael , |
| 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 | Cai01.20.04.M.Sc.2021.Re.T | 01010110085368000 | 22.09.2023 | Thesis | ||
| Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | مخـــزن الرســائل الجـــامعية - البدروم | 11.02.2024 | Cai01.20.04.M.Sc.2021.Re.T | 01020110085368000 | 22.09.2023 | CD - Rom | 85368.CD |