A novel hybrid model for species distribution prediction of Soil-transmitted helminthiasis (STH) under Soil Temperature Conditions using Random Forest and Particle Swarm Optimization Algorithm

Domaine:

healthcare

Type de record:

paper

Créateur:

TaiJohIBRCal

Éditeur:

Spr

Hôte:

Abstract Soil Transmitted Helminthiases (STH) are one the most common neglected Tropical diseases in Nigeria, primarily transmitted through soil contaminated with human feces, which led to this research of the effect of ecological factors such as soil temperature on the distribution of STH in Nigeria. In this paper, we propose a hybrid model combining the popular species distribution machine learning algorithm Random Forest and Particle Swarm Optimization Algorithm for feature selection, and a comprehensive analysis on the STH dataset. Our model was compared with a deep learning algorithm of Artificial Neural Network, RFPSO with 91.40% accuracy, RF with 87% and ANN with 80.97%.

Optimal Reconfiguration of Radial Distribution Network for Loss Minimization Using Hybrid Genetic Algorithm-Particle Swarm Optimization Algorithm

Aim: The aim of this research is to minimize power losses and improve the voltage profile of the Ado

PREDICTION OF GROUNDWATER SALINIZATION USING PARTICLE SWARM OPTIMIZATION FOR NEURAL NETWORK TRAINING

Monitoring groundwater quality is a costly and time-c

Rockburst Intensity Prediction Based on African Vultures Optimization Algorithm-Random Forest Model

Optimal sizing of Hybrid energy Sources by Using Genetic Algorithm and Particle Swarm Optimization algorithms considering Life Cycle Cost

International audience One of the critical challenges for power energy engineers and

Parameters Optimization of Deep Learning Models using Particle Swarm Optimization

Deep learning has been successfully applied in several fields such as machine translation, manufactu

The combined effect of the Lymphatic Filariasis Elimination Programme and the Schistosomiasis and Soil-transmitted Helminthiasis Control Programme on soil-transmitted helminthiasis in schoolchildren in Tanzania