Denis Kleyko, Antonello Rosato, Edward Paxon Frady, Massimo Panella, Friedrich T Sommer
Perceptron Theory Can Predict the Accuracy of Neural Networks
IEEE transactions on neural networks and learning systems
measuring health literacy becomes important association health status healthcare outcomes studies developed least 133 measurement tools health literacy hlseuq47 questionnaire consisting 12 subdimensions 47 questions developed europe health literacy consortium many countries europe asia used hlseuq47 tool measuring health literacy general public indonesia conducted general health literacy survey using hlseuq47 finding difficulties timeconsuming interview shorter version hlseuq47 needed apply health literacy researches indonesia paper reports results feature reduction develop short indonesian version hlseu questionnaire measures accuracy model compared short form like hlseusq16 hlssf12 analysis performed populationbased dataset indonesiasemarang health literacy survey specific target variables classification health literacy level attributes assessed potential targets models derived full dataset subsets feature selection methods genetic algorithm used filter well validation cross validation classification knnknearest neighbor predictive accuracy health literacy level complexity models based reduced datasets compared among methods short versions hlseusq16 hlssf12 accuracy existing short form models 9064 hlseusq16 8867 hlssf12 study proposed model 10 features construct short indonesianversion proposed hlseusq10idn since model higher accuracy hlssf12 fewer features measuring general health literacy index moreover short version completed part 12 dimensions full questionnare data mining technique using feature selection combination genetic algorithm knn algorithm applied develop short version questionnaire proved better accuracy compared short version developed traditional statistical technique