{ "userid": 12, "institution": "Universitas AMIKOM Yogyakarta", "title": "PERBANDINGAN ALGORITMA INDOBERT,\r\nINDOBERTWEET, DAN INDOROBERTA UNTUK\r\nKLASIFIKASI EMOSI", "keywords": "Klasifikasi Emosi, Natural Language Processing, Transformer,\r\nModel Berbasis BERT, Bahasa Indonesia, Emotion Classification, BERT-based Models, Indonesian Language.", "eprintid": 33175, "datestamp": "2026-10-06 06:57:37", "status_changed": "2026-10-06 06:57:37", "uri": "http:\/\/eprints.amikom.ac.id\/id\/eprint\/33175", "ispublished": "pub", "date": "2026-02-26", "thesis_type": "bachelor", "divisions": [ "if" ], "creators": [ { "nim": "22.11.4545", "name": { "family": "Stephany", "lineage": null, "honourific": null, "given": "Eunique Lydia" } } ], "rev_number": 15, "date_type": "published", "type": "thesis", "thesis_name": "skripsi", "abstract": "Perkembangan komunikasi digital yang pesat di Indonesia menyebabkan\r\nmeningkatnya ekspresi emosi masyarakat dalam bentuk teks pada media sosial.\r\nNamun, pengolahan dan pemahaman emosi secara otomatis masih menjadi\r\ntantangan karena kompleksitas konteks bahasa dan variasi ekspresi pengguna.\r\nSelain itu, penelitian sebelumnya umumnya menggunakan satu model Transformer\r\natau melakukan optimasi model tertentu tanpa melakukan perbandingan langsung\r\nantar model bahasa Indonesia secara komprehensif. Permasalahan ini berdampak\r\npada keterbatasan dalam memetakan respons emosional publik yang dapat\r\ndimanfaatkan untuk analisis opini, pengambilan keputusan, maupun\r\npengembangan sistem cerdas. Penelitian ini bertujuan untuk menganalisis dan\r\nmembandingkan kinerja tiga model Transformer berbasis Bahasa Indonesia, yaitu\r\nIndoBERT, IndoBERTweet, dan IndoRoBERTa, dalam tugas klasifikasi enam\r\nemosi dasar. Metode yang digunakan meliputi preprocessing data, pembagian\r\ndataset menggunakan skema holdout dan k-fold cross validation, hingga modelling\r\nalgorithm dengan konfigurasi standar serta weight decay, dan early stopping.\r\nEvaluasi dilakukan menggunakan accuracy, precision, recall, dan macro F1-score.\r\nHasil penelitian menunjukkan bahwa ketiga model mampu melakukan klasifikasi\r\nemosi dengan performa yang baik, terutama IndoBERTweet dengan skema k-fold\r\ndengan nilai k = 5 dan fold 2 mendapatkan akurasi sebesar 80,3%, presisi sebesar\r\n80,47%, recall sebesar 81,89%, dan macro f1-score sebesar 80,99%. Penelitian ini\r\nberkontribusi dalam memberikan perbandingan empiris model bahasa Indonesia\r\nuntuk klasifikasi emosi teks dan dapat dimanfaatkan oleh peneliti, praktisi NLP,\r\nmaupun pengembang sistem analisis media sosial.", "metadata_visibility": "show", "eprint_status": "archive", "department": "Fakultas Ilmu Komputer", "lastmod": "2026-10-06 06:57:37", "full_text_status": "restricted", "subjects": [ "000.000.000A" ], "contributors": [ { "name": { "lineage": null, "family": "Sasongko", "honourific": null, "given": "Theopilus Bayu" } } ], "dir": "disk0\/00\/03\/31\/75", "corp_creators": [ "Universitas AMIKOM Yogyakarta" ], "documents": [ { "security": "public", "rev_number": 2, "content": "published", "docid": 330200, "main": "COVER.pdf", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/330200", "format": "text", "eprintid": 33175, "mime_type": "application\/pdf", "pos": 1, "formatdesc": "COVER-ABSTRAK", "files": [ { "filesize": 1217481, "datasetid": "document", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1162421", "mtime": "2026-10-06 04:58:07", "filename": "COVER.pdf", "objectid": 330200, "fileid": 1162421, "hash_type": "MD5", "hash": "3e0e324e7c8fa1552aa716529e70aa50", "mime_type": "application\/pdf" } ], "language": "id", "placement": 1 }, { "security": "public", "rev_number": 2, "content": "published", "docid": 330201, "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/330201", "main": "BAB I.pdf", "eprintid": 33175, "mime_type": "application\/pdf", "format": "text", "placement": 2, "language": "id", "files": [ { "fileid": 1162423, "hash_type": "MD5", "mime_type": "application\/pdf", "hash": "edba8e0005bf852a5801177152a028bc", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1162423", "datasetid": "document", "filesize": 319116, "objectid": 330201, "filename": "BAB I.pdf", "mtime": "2026-10-06 04:58:10" } ], "formatdesc": "BAB I", "pos": 2 }, { "eprintid": 33175, "mime_type": "application\/pdf", "format": "text", "language": "id", "placement": 3, "files": [ { "filesize": 545218, "datasetid": "document", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1162425", "mtime": "2026-10-06 04:58:12", "objectid": 330202, "filename": "BAB II.pdf", "hash_type": "MD5", "fileid": 1162425, "hash": "30f5e473ec57d1f16498c36b00ab0f9e", "mime_type": "application\/pdf" } ], "pos": 3, "formatdesc": "BAB II", "rev_number": 2, "security": "validuser", "docid": 330202, "content": "published", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/330202", "main": "BAB II.pdf" }, { "pos": 4, "formatdesc": "BAB III", "placement": 4, "language": "id", "files": [ { "filename": "BAB III.pdf", "objectid": 330203, "mtime": "2026-10-06 04:58:15", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1162427", "datasetid": "document", "filesize": 446834, "mime_type": "application\/pdf", "hash": "a0154d99c4532d9893520382bc8713c9", "fileid": 1162427, "hash_type": "MD5" } ], "format": "text", "mime_type": "application\/pdf", "eprintid": 33175, "main": "BAB III.pdf", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/330203", "docid": 330203, "content": "published", "security": "validuser", "rev_number": 2 }, { "rev_number": 2, "security": "validuser", "content": "published", "docid": 330204, "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/330204", "main": "BAB IV.pdf", "eprintid": 33175, "mime_type": "application\/pdf", "format": "text", "files": [ { "mime_type": "application\/pdf", "hash": "3861c5fb981eb33a95f4c5985ed7cf12", "hash_type": "MD5", "fileid": 1162429, "filename": "BAB IV.pdf", "objectid": 330204, "mtime": "2026-10-06 04:58:18", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1162429", "datasetid": "document", "filesize": 843225 } ], "language": "id", "placement": 5, "pos": 5, "formatdesc": "BAB IV" }, { "mime_type": "application\/pdf", "eprintid": 33175, "format": "text", "language": "id", "files": [ { "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1162431", "filesize": 96431, "datasetid": "document", "objectid": 330205, "filename": "BAB V.pdf", "mtime": "2026-10-06 04:58:21", "fileid": 1162431, "hash_type": "MD5", "mime_type": "application\/pdf", "hash": "a2ecdbfb226bec9df3d9b66a80bd8744" } ], "placement": 6, "pos": 6, "formatdesc": "BAB V", "content": "published", "docid": 330205, "rev_number": 2, "security": "public", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/330205", "main": "BAB V.pdf" }, { "eprintid": 33175, "mime_type": "application\/pdf", "format": "text", "files": [ { "hash_type": "MD5", "fileid": 1162433, "mime_type": "application\/pdf", "hash": "926186c1430d7de284102ea8c4296a1e", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1162433", "datasetid": "document", "filesize": 150907, "filename": "Daftar Pustaka dan Lampiran.pdf", "objectid": 330206, "mtime": "2026-10-06 04:58:37" } ], "language": "id", "placement": 7, "pos": 7, "formatdesc": "DAFTAR PUSTAKA - 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