Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis
In the big data era, efficient using of data has become an important factor in determining the competitiveness of operators. Currently the main method for network operators in data analysis is OLAP based on data warehouse. As the performance of OLAP analysis relies heavily on pre-defined data model,...
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2013-12-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.3969/j.issn.1000-0801.2013.12.020/ |
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| _version_ | 1841529267898286080 |
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| author | Xiangyun Kong Tienan Chu |
| author_facet | Xiangyun Kong Tienan Chu |
| author_sort | Xiangyun Kong |
| collection | DOAJ |
| description | In the big data era, efficient using of data has become an important factor in determining the competitiveness of operators. Currently the main method for network operators in data analysis is OLAP based on data warehouse. As the performance of OLAP analysis relies heavily on pre-defined data model, it's difficult for the system track the real-time changes of wireless network, which cause the current network management system always doesn't meet the actual needs of operators. A method to solve the above mentioned problem based on principal component analysis was presented, and the implementation example and the comparison of the method were given. |
| format | Article |
| id | doaj-art-7c190727d12343e5977a5dc8b7f4dd8e |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2013-12-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-7c190727d12343e5977a5dc8b7f4dd8e2025-01-15T03:21:04ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012013-12-012912512859624912Design and Implementation of an Integrated Network Management System Based on Principal Component AnalysisXiangyun KongTienan ChuIn the big data era, efficient using of data has become an important factor in determining the competitiveness of operators. Currently the main method for network operators in data analysis is OLAP based on data warehouse. As the performance of OLAP analysis relies heavily on pre-defined data model, it's difficult for the system track the real-time changes of wireless network, which cause the current network management system always doesn't meet the actual needs of operators. A method to solve the above mentioned problem based on principal component analysis was presented, and the implementation example and the comparison of the method were given.http://www.telecomsci.com/zh/article/doi/10.3969/j.issn.1000-0801.2013.12.020/integrated network managementbig dataprincipal component analysisdata mining |
| spellingShingle | Xiangyun Kong Tienan Chu Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis Dianxin kexue integrated network management big data principal component analysis data mining |
| title | Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis |
| title_full | Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis |
| title_fullStr | Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis |
| title_full_unstemmed | Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis |
| title_short | Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis |
| title_sort | design and implementation of an integrated network management system based on principal component analysis |
| topic | integrated network management big data principal component analysis data mining |
| url | http://www.telecomsci.com/zh/article/doi/10.3969/j.issn.1000-0801.2013.12.020/ |
| work_keys_str_mv | AT xiangyunkong designandimplementationofanintegratednetworkmanagementsystembasedonprincipalcomponentanalysis AT tienanchu designandimplementationofanintegratednetworkmanagementsystembasedonprincipalcomponentanalysis |