Secara global, penyebab kematian nomor satu setiap tahunnya adalah penyakit jantung. Penyakit jantung adalah sebuah kondisi yang menyebabkan jantung tidak dapat melaksanakan tugasnya dengan baik. Artificial Neural Network (ANN) merupakan model penalaran yang didasarkan pada otak manusia. Penelitian ini mencakup pengukuran performa (akurasi, presisi, recall dan f-score) metode ANN dengan 304 data pasien penyakit jantung yang diperoleh dari pusat dataset Kaggle. Hasil dari pengukuran performa diperoleh nilai akurasi 73,77%, presisi 80,43%, recall 84,09% dan f1-score sebesar 82,22%
It is challenging for humans to keep up with the rapid creation of digital information due to the explosion of digital information. A written document can be analyzed to extract meaningful information using automatic text summarization. This research proposes 16 different experimental settings in which the model developed by IndoBERT will be applied in order to answer the question of how much of an impact preprocessing has on the quality of summaries produced by automatic text summarization. In order to answer this question, the researchers have devised this study. In this study, we will explicitly talk about preprocessing strategies by conducting tests with different combinations of preprocessing techniques. These techniques include data cleansing, stopwords, stemming, and case folding. After that, the recall-oriented understudy for gisting evaluation (ROUGE) assessment will be used to conduct the measurement of the research results. According to the findings of this research, the optimal level of performance may be accomplished by combining the processes of data cleaning and case folding with scores of 0.78, 0.60, and 0.68 for ROUGE-1, ROUGE-2, and ROUGE-L respectively.
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