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  -