<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Optimized Random Forest Classifier Based on\r\nGenetic Algorithm for Heart Failure Prediction"^^ . "Heart failure is a serious long-term condition that\r\nusually gets worse over time. On the other hand, some people\r\ndo not aware to check their heart health regularly. In this\r\nstudy, the Random Forest will be optimized using the Genetic\r\nAlgorithm to obtain the best parameters and will be applied to\r\nthe heart failure dataset from Kaggle. We experimented with\r\ntwo iterations for every nine combinations of the parameters.\r\nWe compared the results of optimized random forest, standalone\r\nrandom forest, decision tree, and Na¨ıve Bayes algorithms.\r\nOur finding is that the optimized method is slightly better than\r\nthe other algorithms. The best F1-score is obtained at the second\r\niteration which is 0.90789 compared to 0.89404 obtained with\r\nthe sole random forest, 0.85034 obtained with the decision tree,\r\nand 0.86195 obtained with Naive Bayes. The best recall value\r\nis 0.91925 obtained in the first iteration, and in the second\r\niteration. The best recall is also obtained with the sole random\r\nforest algorithm. The best precision value is 0.89937 which was\r\nobtained in the first. By these results, the optimized random\r\nforest algorithm could be used to result in reliable predictions\r\nabout heart failure."^^ . "2023-01-13" . . . . . . . . . . . . . . . . . . . . . . . "Dewi"^^ . "Wardani"^^ . "Dewi Wardani"^^ . . "Maria Ulfah"^^ . "Siregar"^^ . "Maria Ulfah Siregar"^^ . . "Ardhi"^^ . "Wijayanto"^^ . "Ardhi Wijayanto"^^ . . "Yessi"^^ . "Yunitasari"^^ . "Yessi Yunitasari"^^ . . "Ichsan"^^ . "Setiawan"^^ . "Ichsan Setiawan"^^ . . "Najmunda Zia"^^ . "Akmal"^^ . "Najmunda Zia Akmal"^^ . . . . "2022 Seventh International Conference on Informatics and Computing (ICIC)"^^ . . . . . "Bali dan Online"^^ . . . . . . "Optimized Random Forest Classifier Based on\r\nGenetic Algorithm for Heart Failure Prediction (Text)"^^ . . . "Optimized Random Forest Classifier Based.pdf"^^ . . . "Optimized Random Forest Classifier Based on\r\nGenetic Algorithm for Heart Failure Prediction (Other)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #57587 \n\nOptimized Random Forest Classifier Based on \nGenetic Algorithm for Heart Failure Prediction\n\n" . "text/html" . . . "Tehnik Informatika"@en . .