Multi-agent distributed data mining approach for classifying meteorology data: case study on Iran’s synoptic weather stations

2017 ◽  
Vol 15 (1) ◽  
pp. 149-158 ◽  
Author(s):  
A. Niazalizadeh Moghadam ◽  
R. Ravanmehr
Keyword(s):  
Data Mining ◽  
Distributed Data Mining ◽  
Distributed Data ◽  
Data Mining Approach ◽  
Synoptic Weather ◽  
Multi Agent ◽  
Weather Stations

scholarly journals An ensemble random forest algorithm for privacy preserving distributed medical data mining

2021 ◽  
Vol 12 (6) ◽  
pp. 0-0
Keyword(s):  
Data Mining ◽  
Random Forest ◽  
Imbalanced Data ◽  
Distributed Data Mining ◽  
Sensitive Information ◽  
Distributed Data ◽  
Sensitive Data ◽  
Health Records ◽  
Data Mining Approach ◽  
Proposed Model

As the voluminous amount of data is generated because of inexorably widespread proliferation of electronic data maintained using the Electronic Health Records (EHRs). Medical health facilities have great potential to discern the patterns from this data and utilize them in diagnosing a specific disease or predicting outbreak of an epidemic etc. This discern of patterns might reveal sensitive information about individuals and this information is vulnerable to misuse. This is, however, a challenging task to share such sensitive data as it compromises the privacy of patients. In this paper, a random forest-based distributed data mining approach is proposed. Performance of the proposed model is evaluated using accuracy, f-measure and appa statistics analysis. Experimental results reveal that the proposed model is efficient and scalable enough in both performance and accuracy within the imbalanced data and also in maintaining the privacy by sharing only useful healthcare knowledge in the form of local models without revealing and sharing of sensitive data.

scholarly journals Multi-Agent System Combined with Distributed Data Mining for Mutual Collaboration Classification

IEEE Access ◽  
2021 ◽  
pp. 1-1
Author(s):  
Mais Haj Qasem ◽  
Nadim Obeid ◽  
Amjad Hudaib ◽  
Mohammed Amin Almaiah ◽  
Ali Al-Zahrani ◽  
...  
Keyword(s):  
Data Mining ◽  
Distributed Data Mining ◽  
Distributed Data ◽  
Multi Agent System ◽  
Agent System ◽  
Multi Agent
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