<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Ventilator pressure prediction employing voting regressor with time series data of patient breaths"^^ . "Objectives: Mechanical ventilator plays a vital role in saving millions of lives. Patients with COVID-19 symptoms need a ventilator to survive during the pandemic. Studies have reported that the mortality rates rise from 50% to 97% in those requiring mechanical ventilation during COVID-19. The pumping of air into the patient’s lungs using a ventilator requires a particular air pressure. High or low ventilator pressure can result in a patient’s life loss as high air pressure in the ventilator causes the patient lung damage while lower pressure provides insufficient oxygen. Consequently, precise prediction of ventilator pressure is a task of great significance in this regard. The primary aim of this study is to predict the airway pressure in the ventilator respiratory circuit during the breath. Methods: A novel hybrid ventilator pressure predictor (H-VPP) approach is proposed. The ventilator exploratory data analysis reveals that the high values of lung attributes R and C during initial time step values are the prominent causes of high ventilator pressure. Results: Experiments using the proposed approach indicate H-VPP achieves a 0.78 R2, mean absolute error of 0.028, and mean squared error of 0.003. These results are better than other machine learning and deep learning models employed in this study. Conclusion: Extensive experimentation indicates the superior performance of the proposed approach for ventilator pressure prediction with high accuracy. Furthermore, performance comparison with state-of-the-art studies corroborates the superior performance of the proposed approach."^^ . "2025-01" . . . "31" . "1" . . "Health Informatics Journal"^^ . . . "14604582" . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Furqan"^^ . "Rustam"^^ . "Furqan Rustam"^^ . . "Hafeez Ur Rehman"^^ . "Siddiqui"^^ . "Hafeez Ur Rehman Siddiqui"^^ . . "Juan Luis"^^ . "Vidal Mazón"^^ . "Juan Luis Vidal Mazón"^^ . . "Isabel"^^ . "de la Torre Díez"^^ . "Isabel de la Torre Díez"^^ . . "Ali"^^ . "Raza"^^ . "Ali Raza"^^ . . "María Asunción Vicente"^^ . "Ripoll"^^ . "María Asunción Vicente Ripoll"^^ . . "Emmanuel"^^ . "Soriano Flores"^^ . "Emmanuel Soriano Flores"^^ . . "Imran"^^ . "Ashraf"^^ . "Imran Ashraf"^^ . . . . . . "Ventilator pressure prediction employing voting regressor with time series data of patient breaths (Texto)"^^ . . . "raza-et-al-2025-ventilator-pressure-prediction-employing-voting-regressor-with-time-series-data-of-patient-breaths.pdf"^^ . . . "Ventilator pressure prediction employing voting regressor with time series data of patient breaths (Otro)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #16824 \n\nVentilator pressure prediction employing voting regressor with time series data of patient breaths\n\n" . "text/html" . . . "Biomedicine"@en . "Biomedicina"@es . . . "Engineering"@en . "Ingeniería"@es . .