{ "thesis_name": "skripsi", "type": "thesis", "metadata_visibility": "show", "contributors": [ { "name": { "lineage": null, "family": "Setiaji", "honourific": null, "given": "Bayu" } } ], "department": "Fakultas Ilmu Komputer", "documents": [ { "security": "public", "rev_number": 2, "main": "COVER.pdf", "docid": 322041, "mime_type": "application\/pdf", "pos": 1, "format": "text", "placement": 1, "content": "published", "files": [ { "filename": "COVER.pdf", "filesize": 1052006, "hash_type": "MD5", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1138919", "datasetid": "document", "mtime": "2026-07-15 01:55:14", "fileid": 1138919, "mime_type": "application\/pdf", "objectid": 322041, "hash": "82642df16c7accea99aad232b49f33db" } ], "formatdesc": "COVER - ASBTRAK", "eprintid": 32136, "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322041", "language": "id" }, { "security": "public", "rev_number": 2, "mime_type": "application\/pdf", "pos": 2, "main": "BAB I.pdf", "docid": 322042, "placement": 2, "format": "text", "formatdesc": "BAB I", "language": "id", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322042", "eprintid": 32136, "content": "published", "files": [ { "mime_type": "application\/pdf", "hash": "9f59766610236dedc8f5fb64e8b60bb3", "objectid": 322042, "mtime": "2026-07-15 01:55:18", "fileid": 1138921, "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1138921", "datasetid": "document", "filename": "BAB I.pdf", "hash_type": "MD5", "filesize": 194399 } ] }, { "placement": 3, "format": "text", "language": "id", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322043", "eprintid": 32136, "formatdesc": "BAB II", "files": [ { "datasetid": "document", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1138923", "filesize": 718685, "hash_type": "MD5", "filename": "BAB II.pdf", "hash": "11d995af570e7258bdef0d3368aed050", "objectid": 322043, "mime_type": "application\/pdf", "fileid": 1138923, "mtime": "2026-07-15 01:55:21" } ], "content": "published", "rev_number": 2, "security": "validuser", "pos": 3, "mime_type": "application\/pdf", "docid": 322043, "main": "BAB II.pdf" }, { "docid": 322044, "main": "BAB III.pdf", "pos": 4, "mime_type": "application\/pdf", "rev_number": 2, "security": "validuser", "files": [ { "hash": "a0cb94634aa242f63467f5bbfe86c2da", "objectid": 322044, "mime_type": "application\/pdf", "fileid": 1138926, "mtime": "2026-07-15 01:55:25", "datasetid": "document", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1138926", "filesize": 472080, "hash_type": "MD5", "filename": "BAB III.pdf" } ], "content": "published", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322044", "eprintid": 32136, "language": "id", "formatdesc": "BAB III", "format": "text", "placement": 4 }, { "format": "text", "placement": 5, "content": "published", "files": [ { "mime_type": "application\/pdf", "hash": "02f69924e41bd14e697567bc0845ce56", "objectid": 322045, "mtime": "2026-07-15 01:55:28", "fileid": 1138929, "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1138929", "datasetid": "document", "filename": "BAB IV.pdf", "hash_type": "MD5", "filesize": 1144105 } ], "formatdesc": "BAB IV", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322045", "eprintid": 32136, "language": "id", "security": "validuser", "rev_number": 2, "docid": 322045, "main": "BAB IV.pdf", "mime_type": "application\/pdf", "pos": 5 }, { "language": "id", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322046", "eprintid": 32136, "formatdesc": "BAB V", "files": [ { "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1138931", "datasetid": "document", "filename": "BAB V.pdf", "filesize": 82306, "hash_type": "MD5", "mime_type": "application\/pdf", "hash": "03fe29c7b94d108557296a73a529375c", "objectid": 322046, "mtime": "2026-07-15 01:55:31", "fileid": 1138931 } ], "content": "published", "placement": 6, "format": "text", "pos": 6, "mime_type": "application\/pdf", "docid": 322046, "main": "BAB V.pdf", "rev_number": 2, "security": "public" }, { "format": "archive", "placement": 9, "files": [ { "fileid": 1138939, "mtime": "2026-07-15 01:55:38", "hash": "7accdde3d7d14d32901dbdd3fc2b3422", "objectid": 322050, "mime_type": "application\/zip", "filesize": 975908, "hash_type": "MD5", "filename": "Sourcecode - 22.11.5153.zip", "datasetid": "document", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1138939" } ], "formatdesc": "SOURCE CODE", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322050", "language": "id", "eprintid": 32136, "security": "staffonly", "rev_number": 3, "docid": 322050, "main": "Sourcecode - 22.11.5153.zip", "mime_type": "application\/zip", "pos": 8 }, { "rev_number": 3, "security": "staffonly", "pos": 9, "mime_type": "application\/pdf", "docid": 322052, "main": "Publikasi.pdf", "placement": 10, "format": "text", "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322052", "language": "id", "eprintid": 32136, "formatdesc": "PUBLIKASI", "files": [ { "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1138943", "datasetid": "document", "filename": "Publikasi.pdf", "filesize": 666996, "hash_type": "MD5", "mime_type": "application\/pdf", "hash": "853dd0b9d8fad27c6e8627ec3a2a0840", "objectid": 322052, "mtime": "2026-07-15 01:55:41", "fileid": 1138943 } ], "content": "published" }, { "security": "validuser", "rev_number": 4, "mime_type": "application\/pdf", "pos": 10, "docid": 322057, "main": "Daftar Pustaka dan Lampiran.pdf", "placement": 8, "format": "text", "formatdesc": "DAFTAR PUSTAKA - LAMPIRAN", "eprintid": 32136, "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322057", "language": "id", "content": "published", "files": [ { "datasetid": "document", "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1138954", "filesize": 265251, "hash_type": "MD5", "filename": "Daftar Pustaka dan Lampiran.pdf", "hash": "19826388f4e9e805ed179ccd24038e75", "objectid": 322057, "mime_type": "application\/pdf", "fileid": 1138954, "mtime": "2026-07-15 01:57:33" } ] } ], "keywords": "Analisis sentimen, Ujaran kebencian, IndoBERT, YouTube, NLP, Sentiment analysis, Hate speech detection.", "subjects": [ "000.000.000A", "000.000.004" ], "rev_number": 20, "institution": "Universitas AMIKOM Yogyakarta", "lastmod": "2026-07-15 02:01:23", "abstract": "Kolom komentar YouTube pada topik sosial sensitif sering memuat beragam opini,\r\nmulai dari tanggapan kritis hingga ekspresi bernuansa kebencian, sehingga\r\nberpotensi menurunkan kualitas diskusi digital. Pada video Najwa Shihab\r\n“Susahnya Jadi Perempuan part 2”, tingginya volume komentar membuat\r\nklasifikasi manual tidak efisien dan rentan subjektivitas, sehingga diperlukan\r\npendekatan analisis teks otomatis berbasis Natural Language Processing.\r\nPenelitian ini bertujuan menerapkan model IndoBERT untuk klasifikasi sentimen\r\ndan deteksi ujaran kebencian pada komentar berbahasa Indonesia pada video\r\ntersebut. Data dikumpulkan menggunakan YouTube Data API, dipraproses secara\r\nselektif, dilabeli untuk dua tugas klasifikasi, kemudian digunakan dalam proses\r\nfine-tuning IndoBERT dengan strategi class-weighted loss untuk menangani\r\nketidakseimbangan kelas, serta dibandingkan dengan baseline Majority Class dan\r\nTF-IDF + Logistic Regression. Hasil pengujian menunjukkan IndoBERT\r\nmelampaui baseline pada analisis sentimen dengan akurasi 80,0% dan F1-score\r\nmakro 0,75. Pada deteksi ujaran kebencian, model mencapai akurasi 66,0% dengan\r\nF1-score kelas Hate 0,26 dan recall 0,52, yang menunjukkan kemampuan deteksi\r\nawal pada kelas minoritas yang tidak dicapai baseline. Distribusi hasil\r\nmemperlihatkan sentimen negatif dominan (58,6%), namun hanya 14,3% di\r\nantaranya tergolong ujaran kebencian. Penelitian ini menjadi studi terapan\r\npenggunaan IndoBERT pada komentar YouTube bertopik isu gender dan dapat\r\ndijadikan rujukan metodologis untuk penelitian lanjutan pada domain serupa.", "dir": "disk0\/00\/03\/21\/36", "thesis_type": "bachelor", "datestamp": "2026-07-15 02:01:23", "date_type": "published", "date": "2026-02-23", "userid": 12, "ispublished": "pub", "uri": "http:\/\/eprints.amikom.ac.id\/id\/eprint\/32136", "eprint_status": "archive", "eprintid": 32136, "creators": [ { "nim": "22.11.5153", "name": { "honourific": null, "family": "Safitri", "lineage": null, "given": "Ika" } } ], "title": "ANALISIS SENTIMEN DAN UJARAN KEBENCIAN PADA KOMENTAR\r\nYOUTUBE VIDEO NAJWA SHIHAB ‘SUSAHNYA JADI PEREMPUAN’\r\nMENGGUNAKAN INDOBERT", "status_changed": "2026-07-15 02:01:23", "corp_creators": [ "Universitas AMIKOM Yogyakarta" ], "full_text_status": "restricted", "divisions": [ "if" ] }