Modified sparse regression to solve heterogeneity and hybrid models for increasing the prediction accuracy of seaweed big data with outliers

OJ Ibidoja, FP Shan, MKM Ali - Scientific Reports, 2024 - nature.com
The linear regression is critical for data modelling, especially for scientists. Nevertheless,
with the plenty of high-dimensional data, there are data with more explanatory variables …

How many parameters are needed to represent polar sea ice surface patterns and heterogeneity?

J Fogarty, E Bou-Zeid, M Bushuk, L Boisvert - The Cryosphere, 2024 - tc.copernicus.org
Sea ice surface patterns encode more information than can be represented solely by the ice
fraction. The aim of this paper is thus to establish the importance of using a broader set of …

Digital transformation of the agricultural industry: Behavioral decision-making, influencing factors, and simulation practices in the Yunnan highlands

L Zhao, H Chen, C Wen, J Yu - Journal of Environmental Management, 2024 - Elsevier
Motivating the agricultural industry to engage in digital transformation is a challenge
academically and socially. It is of great significance to study the choice of digital …

Identifying heterogeneity for increasing the prediction accuracy of machine learning models

PR Kumar, MKM Ali, OJ Ibidoja - Journal of the Nigerian Society …, 2024 - journal.nsps.org.ng
In recent years, the significance of machine learning in agriculture has surged, particularly in
post-harvest monitoring for sustainable aquaculture. Challenges like heterogeneity …

Optimizing precision farming: enhancing machine learning efficiency with robust regression techniques in high-dimensional data

NHA Afouna, MKM Ali - Journal of the Nigerian Society of …, 2025 - journal.nsps.org.ng
Smart precision farming leverages IoT, cloud computing, and big data to optimize
agricultural productivity, lower costs, and promote sustainability through digitalization and …

The Impact of Heterogeneity in High-Ranking Variables Using Precision Farming

NA Afouna, MKM Ali - Malaysian Journal of Fundamental and Applied …, 2024 - mjfas.utm.my
Smart precision farming combines IoT, cloud computing, and big data to optimize
agricultural productivity, reduce costs, and advance sustainability through digitalization and …

Atmosphere-Surface Coupling in the Marginal Ice Zone: The Influence of Surface Heterogeneity

JJ Fogarty - 2024 - search.proquest.com
Climate models underestimate Arctic sea ice loss through ocean-atmospheric interactions
that are improperly modeled. One reason for this disconnect is the heterogeneity of sea ice …