<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "A Novel Stacking-Based Deterministic Ensemble Model for Infectious Disease Prediction"^^ . "Infectious Disease Prediction aims to anticipate the aspects of both seasonal epidemics and future pandemics. However, a single model will most likely not capture all the dataset’s patterns and qualities. Ensemble learning combines multiple models to obtain a single prediction that uses the qualities of each model. This study aims to develop a stacked ensemble model to accurately predict the future occurrences of infectious diseases viewed at some point in time as epidemics, namely, dengue, influenza, and tuberculosis. The main objective is to enhance the prediction performance of the proposed model by reducing prediction errors. Autoregressive integrated moving average, exponential smoothing, and neural network autoregression are applied to the disease dataset individually. The gradient boosting model combines the regress values of the above three statistical models to obtain an ensemble model. The results conclude that the forecasting precision of the proposed stacked ensemble model is better than that of the standard gradient boosting model. The ensemble model reduces the prediction errors, root-mean-square error, for the dengue, influenza, and tuberculosis dataset by approximately 30%, 24%, and 25%, respectively"^^ . "2022-05" . . . "10" . "10" . . "Mathematics"^^ . . . "22277390" . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Abdullah"^^ . "Alharbi"^^ . "Abdullah Alharbi"^^ . . "Hashem"^^ . "Alyami"^^ . "Hashem Alyami"^^ . . "Asmita"^^ . "Mahajan"^^ . "Asmita Mahajan"^^ . . "Nonita"^^ . "Sharma"^^ . "Nonita Sharma"^^ . . "Nitin"^^ . "Goyal"^^ . "Nitin Goyal"^^ . . "Divya"^^ . "Anand"^^ . "Divya Anand"^^ . . "Manish"^^ . "Sharma"^^ . "Manish Sharma"^^ . . "Silvia"^^ . "Aparicio Obregón"^^ . "Silvia Aparicio Obregón"^^ . . . . . . "A Novel Stacking-Based Deterministic Ensemble Model for Infectious Disease Prediction (Texto)"^^ . . . . . "mathematics-10-01714-v2.pdf"^^ . . . "A Novel Stacking-Based Deterministic Ensemble Model for Infectious Disease Prediction (Otro)"^^ . . . . . . "indexcodes.txt"^^ . . . "A Novel Stacking-Based Deterministic Ensemble Model for Infectious Disease Prediction (Otro)"^^ . . . . . . "lightbox.jpg"^^ . . . "A Novel Stacking-Based Deterministic Ensemble Model for Infectious Disease Prediction (Otro)"^^ . . . . . . "preview.jpg"^^ . . . "A Novel Stacking-Based Deterministic Ensemble Model for Infectious Disease Prediction (Otro)"^^ . . . . . . "medium.jpg"^^ . . . "A Novel Stacking-Based Deterministic Ensemble Model for Infectious Disease Prediction (Otro)"^^ . . . . . . "small.jpg"^^ . . "HTML Summary of #2118 \n\nA Novel Stacking-Based Deterministic Ensemble Model for Infectious Disease Prediction\n\n" . "text/html" . . . "Engineering"@en . "Ingeniería"@es . .