Multidimensional Heterogeneous Medical Data Push in Intelligent Cloud Collaborative Management System
The medical data in the intelligent cloud collaborative management system have multidimensional heterogeneous interference, and there are problems such as low data information update rate and poor push results in the push process. Therefore, a method for multidimensional heterogeneous medical data p...
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| Format: | Article |
| Language: | English |
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Wiley
2020-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2020/7574609 |
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| _version_ | 1832567728965156864 |
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| author | Gang Liu Xiaofeng Li |
| author_facet | Gang Liu Xiaofeng Li |
| author_sort | Gang Liu |
| collection | DOAJ |
| description | The medical data in the intelligent cloud collaborative management system have multidimensional heterogeneous interference, and there are problems such as low data information update rate and poor push results in the push process. Therefore, a method for multidimensional heterogeneous medical data push was proposed. First of all, the logical architecture of the multidimensional heterogeneous data push system was determined, and the data push function was designed; secondly, redundant data removal and noise reduction preprocessing were conducted against the push data, correlation rules were used to integrate multidimensional heterogeneous medical data, the weight of medical data was calculated, the heterogeneous data matrix was constructed, and the integrated medical data were weighted to eliminate multidimensional heterogeneous interference. The results show that the data update rate of the proposed method is faster, the user retention and communication rate are high, the data push precision rate is over 80%, and the recall rate is as high as 76%. Therefore, its performance is significantly better than traditional methods. |
| format | Article |
| id | doaj-art-60e8d2aa47cc4ab3b8aa8ed0992d05ee |
| institution | Kabale University |
| issn | 1076-2787 1099-0526 |
| language | English |
| publishDate | 2020-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj-art-60e8d2aa47cc4ab3b8aa8ed0992d05ee2025-02-03T01:00:40ZengWileyComplexity1076-27871099-05262020-01-01202010.1155/2020/75746097574609Multidimensional Heterogeneous Medical Data Push in Intelligent Cloud Collaborative Management SystemGang Liu0Xiaofeng Li1College of Computer Science and Technology, Harbin Engineering University, Harbin 150001, ChinaDepartment of Information Engineering, Heilongjiang International University, Harbin 150025, ChinaThe medical data in the intelligent cloud collaborative management system have multidimensional heterogeneous interference, and there are problems such as low data information update rate and poor push results in the push process. Therefore, a method for multidimensional heterogeneous medical data push was proposed. First of all, the logical architecture of the multidimensional heterogeneous data push system was determined, and the data push function was designed; secondly, redundant data removal and noise reduction preprocessing were conducted against the push data, correlation rules were used to integrate multidimensional heterogeneous medical data, the weight of medical data was calculated, the heterogeneous data matrix was constructed, and the integrated medical data were weighted to eliminate multidimensional heterogeneous interference. The results show that the data update rate of the proposed method is faster, the user retention and communication rate are high, the data push precision rate is over 80%, and the recall rate is as high as 76%. Therefore, its performance is significantly better than traditional methods.http://dx.doi.org/10.1155/2020/7574609 |
| spellingShingle | Gang Liu Xiaofeng Li Multidimensional Heterogeneous Medical Data Push in Intelligent Cloud Collaborative Management System Complexity |
| title | Multidimensional Heterogeneous Medical Data Push in Intelligent Cloud Collaborative Management System |
| title_full | Multidimensional Heterogeneous Medical Data Push in Intelligent Cloud Collaborative Management System |
| title_fullStr | Multidimensional Heterogeneous Medical Data Push in Intelligent Cloud Collaborative Management System |
| title_full_unstemmed | Multidimensional Heterogeneous Medical Data Push in Intelligent Cloud Collaborative Management System |
| title_short | Multidimensional Heterogeneous Medical Data Push in Intelligent Cloud Collaborative Management System |
| title_sort | multidimensional heterogeneous medical data push in intelligent cloud collaborative management system |
| url | http://dx.doi.org/10.1155/2020/7574609 |
| work_keys_str_mv | AT gangliu multidimensionalheterogeneousmedicaldatapushinintelligentcloudcollaborativemanagementsystem AT xiaofengli multidimensionalheterogeneousmedicaldatapushinintelligentcloudcollaborativemanagementsystem |