<> "The repository administrator has not yet configured an RDF license."^^ . <> . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT)"^^ . "Mental health is an important aspect that supports the overall quality of life of\r\nindividuals. In today’s digital age, social media has become a space for people to\r\nexpress their psychological conditions. This phenomenon opens up opportunities\r\nto utilize text data as a source of information in the process of identifying mental\r\nhealth disorders. This study aims to analyze the performance of two text-based\r\ndata augmentation techniques, namely back translation and synonym replacement,\r\nin improving the performance of mental health status classification using the\r\nDistilBERT model. The study was conducted on English-language text data labeled\r\naccording to the type of mental disorder. The synonym replacement and back\r\ntranslation augmentation techniques were applied to balance the data distribution\r\nin the minority class. The dataset was divided into 80% training data and 20%\r\ntest data, with 20% of the training data used as validation data. The classification\r\nprocess was performed using a fine-tuned DistilBERT model. The results showed\r\nthat the DistilBERT model with synonym replacement augmentation achieved the\r\nhighest accuracy, namely 87%, while back translation achieved an accuracy of\r\n86%. This indicates that the synonym replacement augmentation technique is more\r\neffective in increasing data variation and classification model performance on the\r\ndataset used in this study.\r\nKeywords: Mental Health, Text Augmentation, Text Classification, DistilBERT."^^ . "2025-06-12" . . . . . "FAKULTAS MATEMATIKA ILMU PENGETAHUAN ALAM"^^ . . . . . . . "FERISCA N"^^ . "LUSIANA "^^ . "FERISCA N LUSIANA "^^ . . . . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (File PDF)"^^ . . . "ABSTRAK.pdf"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (File PDF)"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (File PDF)"^^ . . . "SKRIPSI FULL TANPA BAB PEMBAHASAN.pdf"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "indexcodes.txt"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "indexcodes.txt"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "lightbox.jpg"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "preview.jpg"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "medium.jpg"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "small.jpg"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "lightbox.jpg"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "preview.jpg"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "medium.jpg"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "small.jpg"^^ . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . . "ANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN\r\nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS\r\nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT\r\n(DISTILBERT) (Other)"^^ . . . . . "HTML Summary of #89318 \n\nANALISIS KINERJA AUGMENTASI TEKS BACK TRANSLATION DAN \nSYNONYM REPLACEMENT DALAM KLASIFIKASI STATUS \nKESEHATAN MENTAL MENGGUNAKAN DISTILLED-BERT \n(DISTILBERT)\n\n" . "text/html" . . . "500 ilmu pengetahuan alam dan matematika" . . . "510 Matematika" . .