ABSTRACT
This research developed a distributed big data fusion architecture for machine to machine communication using ensemble learning. This is implemented to mitigate the challenges that characterize centralized big data fusion architecture commonly adopted through the use of Hadoop MapReduce platform. These challenges include bandwidth consumption, latency, and high computational cost. Fog computing technique approach was adopted through the implementation of ensemble learning; feature engineering was implemented to extract information (pixel values, number of layers (nlayers), number of cell (ncell), number of row (nrow), and coordinates) from the data, water bodies and vegetation index (NDWI and NDVI) were calculated. The extracted information was used as a training dataset for both centralized and distributed architecture using adaboost as bases of comparison between centralized and distributed architecture. Performance evaluation was based on Bandwidth consumption and Latency. Results were presented in the form of confusion matrix. The developed architecture achieved a 31.44 minutes and 1.9% improvement in latency and accuracy between the centralized and the distributed architecture respectively. The result also showed 5.8% and 4.81 minutes improvement in accuracy and latency were recorded in performance comparison of base learner and ensemble Adaboost.
ABSTRACT
Book publishing seems to be taking the back seat in the “comity” of mass media especially in Africa...
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Worldwide it is estimated that about half of all pregnant women are anaemic. In Nigeria, the incidence of pregnant women with an...
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The core northern states represent the birth place of Kannywood, adopting Kano State as the major lead in the formation of the f...
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The ethyl acetate soluble fraction of ethanol extract of leaves of Globimetula braunii, a plant used in ethnomedicine for the tr...
Background to study
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ABSTRACT
Feminism is one of the philosophical concepts that has raised a lot of controversies in all hu...
Abstract
Internal audit system plays a key role in the assurance chain towards accountability and control. therefore the purpose of...
Background of the Study
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ABSTRACT
This research work conducted with special reference to the budgetary system of Emenite Nigeria Limited with the...
Abstract
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