TY - THES AU - Rey García, Jaime del A3 - Garnica Alcázar, Óscar A3 - Ruiz Giardín, José Manuel PY - 2021 UR - https://hdl.handle.net/20.500.14352/10603 AB - This project aims to continue and consolidate the study for the bacteriemia detection process and its diagnosis carried out by some faculty companions last year. A first glance through the analysis of numerical variables allowed a deeper understanding... LA - eng KW - Bacteremia KW - Comorbidity KW - Predictive medicine KW - Pathogenesis KW - Dataframe KW - Dirty category KW - String similarity KW - One hot encoding KW - Adjacency matrix KW - Adjacency list KW - Binary encoding KW - K-Nearest Neighbors (KNN) KW - Bias and Variance KW - K-Fold Cross Validation KW - Random forest KW - ROC KW - SHAP TI - Automatic analysis of high dimensional categorical variables in medical databases for the prediction of hospital bacteremia T2 - Análisis automático de variables categóricas de alta dimensionalidad en bases de datos médicas para la predicción de bacteriemias hospitalarias M3 - bachelor thesis ER -