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Browsing by Subject "Machine learning."

Browsing by Subject "Machine learning."

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  • A drought forecasting model using the prophet time series analysis technique. 
    Katumo, Eric; Katila, Charles; Omolo, Richard; Hadullo, Ken (Fifth Dimension Research Publication., 2025-08)
    Drought remains one of the most devastating environmental hazards, significantly affecting agricultural productivity, water availability, and socio-economic stability, particularly in semi-arid regions like Machakos County, ...
  • Leveraging machine learning for diabetes prediction: Ensemble model. 
    Otieno Ogutu, McDonald; Nzioka Kituku, Benson; Karume, Simon M. (Global Journal of Engineering and Technology Advances., 2025-10-07)
    Diabetes presents great global health challenge, with delayed diagnosis significantly impeding effective management, particularly in resource-constrained regions. This project aimed to enhance timely and accurate diabetes ...
  • Machine learning model for treasury bill yields prediction in Kenya. 
    Mung’are Njeri, Kennedy; Anyika, Emma; Hadullo, Kennedy (Global Journal of Engineering and Technology Advances, 2025)
    In this paper, we investigated the issue of forecasting the yields of treasury bills in the Kenyan financial market which is both volatile and complicated, and which traditional models of forecasting may fail because of ...
  • Multi-Task Deep Learning with SHAP Explainability for Personalized Nutrition Prediction 
    Wamucii, Johnson; Kipkebut, Andrew; Wekesa, Argan (Fifth Dimension Research Publication., 2025-12)
    The purpose of this article is to address key gaps in the current personalized nutrition recommendation models. These gaps include limited personalization, limited explainability, and single-nutrient assessment/prediction. ...