TY - JOUR 
A1 - Larrey Ruiz, Jorge
AU - Morales Sánchez, Juan
AU - Sancho Gómez, José Luis
AU - Verdú Monedero, Rafael
AU - García Laencina, Pedro José
T1 - Algoritmo KNN basado en información mutua para clasificación de patrones con valores perdidos
Y1 - 2008
UR - http://hdl.handle.net/10317/1364
AB - Incomplete data is a common drawback in reallife
classification problems. Missing values in data sets may
have different origins such as death of patients, equipment
malfunctions, refusal of respondents to answer certain questions,
and so on. This work1 presents an effective and robust approach
for classification with unknown input data. In particular, an
enhanced version of the K-Nearest Neighbours algorithm using
Mutual Information is proposed. Results on two classification
datasets shows the usefullness of this approach.
KW - Teoría de la Señal y las Comunicaciones
KW - Algoritmo KNN
KW - Imputación de datos
KW - Patrón con valor perdido
KW - Información Mutua (IM).
KW - K-Nearest Neighbours algorithm
KW - Data imputation
KW - Missing value pattern
KW - Mutual information
LA - spa
PB - Garcia Villalba, Luis Javier
ER -