Implementation ANFIS Method for Prediction Needs Drug-based Population Diseases and Patient

Amir Mahmud Husein, Allwin M. Simarmata, Mawaddah Harahap, Siti Aulia Aisyah, Abdi Dharma · 2019

Prediction needs a drug that not optimal at the hospital have to impact at services medical as well as economically, the cause will overbalance as well as deficiency stock, at this research, Adaptive Neuro-Fuzzy Inference System implemented for prediction needs drug with applies Genetic algorithm for optimizing ANFIS parameters. Training process done at dataset using drug sourced from note medical from year 2015 until year 2017, while testing using dataset year 2015 for prediction year 2016 and dataset year 2016 for prediction 2017, framework analysis training and testing applied at ANFIS method and GA-ANFIS and evaluation with RMSE method of 0.4765 and ANFIS of 0.6598, so that GAANFIS very accurate compared ANFIS.

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