{
      "full_text_status": "restricted",
      "date": "2026-04-21",
      "ispublished": "pub",
      "eprintid": 33079,
      "department": "Fakultas Ilmu Komputer",
      "subjects": [
        "000.000.000A",
        "000.000.005"
      ],
      "lastmod": "2026-09-30 04:22:22",
      "corp_creators": [
        "Universitas AMIKOM Yogyakarta"
      ],
      "date_type": "published",
      "userid": 12,
      "abstract": "Perkembangan teknologi informasi telah meningkatkan penggunaan \r\ninternet secara luas, namun juga diikuti dengan meningkatnya ancaman keamanan\r\nsiber, salah satunya website phishing. Website phishing merupakan situs palsu yang\r\ndirancang menyerupai situs resmi untuk memperoleh informasi sensitif pengguna,\r\nseperti username, password, dan data finansial. Metode deteksi konvensional\r\nseperti blacklist dan rule-based detection dinilai kurang efektif dalam mendeteksi\r\nURL phishing baru, sehingga diperlukan pendekatan yang lebih adaptif melalui\r\npenerapan machine learning.  \r\nPenelitian ini bertujuan untuk mengembangkan model deteksi website\r\nphishing berbasis analisis struktur URL menggunakan algoritma machine learning.\r\nAlgoritma yang digunakan dalam penelitian ini adalah XGBoost, LightGBM, dan\r\nRandom Forest. Metode penelitian meliputi pengumpulan dataset, exploratory data\r\nanalysis (EDA), data preprocessing, pembagian dataset dengan rasio 80:20,\r\npelatihan model, evaluasi performa, serta analisis perbandingan antar algoritma.\r\nEvaluasi model dilakukan menggunakan metrik Accuracy, Precision, Recall, F1Score,\r\ndan\r\nAUC-ROC\r\nserta\r\ndivalidasi\r\ndengan\r\nmetode\r\n5-Fold\r\nCross\r\nValidation.\r\n\r\nHasil penelitian menunjukkan bahwa seluruh algoritma memiliki performa\r\nyang sangat baik dalam mendeteksi website phishing. Algoritma LightGBM\r\nmemperoleh hasil terbaik dengan accuracy sebesar 97,01%, precision 96,82%,\r\nrecall 97,86%, F1-score 97,33%, dan AUC-ROC 99,69%. Berdasarkan hasil\r\ntersebut, LightGBM dinilai sebagai model paling optimal dalam mendeteksi\r\nwebsite phishing berbasis analisis struktur URL.",
      "contributors": [
        {
          "name": {
            "lineage": null,
            "honourific": null,
            "given": "Afrig",
            "family": "Aminuddin"
          }
        }
      ],
      "creators": [
        {
          "name": {
            "honourific": null,
            "lineage": null,
            "family": "Nadzirullah",
            "given": "Muh. Ilham"
          },
          "nim": "22.11.4818"
        }
      ],
      "status_changed": "2026-09-30 04:22:22",
      "dir": "disk0\/00\/03\/30\/79",
      "rev_number": 17,
      "keywords": "Website Phishing, Struktur URL, Machine Learning, LightGBM,\r\nXGBoost, Random Forest, URL Structure.",
      "documents": [
          {
            "rev_number": 2,
            "security": "public",
            "mime_type": "application\/pdf",
            "pos": 1,
            "placement": 1,
            "format": "text",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/329356",
            "files": [
                {
                  "mime_type": "application\/pdf",
                  "mtime": "2026-09-30 04:14:43",
                  "filename": "COVER.pdf",
                  "filesize": 835217,
                  "hash_type": "MD5",
                  "objectid": 329356,
                  "datasetid": "document",
                  "hash": "d799593189602a0c3b7d0c1d02bae603",
                  "fileid": 1160061,
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1160061"
                }
            ],
            "content": "published",
            "docid": 329356,
            "eprintid": 33079,
            "main": "COVER.pdf",
            "formatdesc": "COVER-ABSTRAK",
            "language": "id"
          },
          {
            "security": "public",
            "rev_number": 2,
            "mime_type": "application\/pdf",
            "pos": 2,
            "format": "text",
            "placement": 2,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/329357",
            "docid": 329357,
            "content": "published",
            "files": [
                {
                  "mime_type": "application\/pdf",
                  "objectid": 329357,
                  "hash_type": "MD5",
                  "filesize": 351290,
                  "mtime": "2026-09-30 04:14:46",
                  "filename": "BAB I.pdf",
                  "fileid": 1160063,
                  "hash": "e338c004c39e11e658a00e196f225769",
                  "datasetid": "document",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1160063"
                }
            ],
            "eprintid": 33079,
            "main": "BAB I.pdf",
            "formatdesc": "BAB I",
            "language": "id"
          },
          {
            "rev_number": 2,
            "security": "validuser",
            "pos": 3,
            "mime_type": "application\/pdf",
            "format": "text",
            "placement": 3,
            "content": "published",
            "eprintid": 33079,
            "files": [
                {
                  "mime_type": "application\/pdf",
                  "filesize": 1407713,
                  "mtime": "2026-09-30 04:14:49",
                  "filename": "BAB II.pdf",
                  "objectid": 329358,
                  "hash_type": "MD5",
                  "hash": "187def9b435c231ebaff79d448cd4e81",
                  "datasetid": "document",
                  "fileid": 1160065,
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1160065"
                }
            ],
            "docid": 329358,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/329358",
            "main": "BAB II.pdf",
            "language": "id",
            "formatdesc": "BAB II"
          },
          {
            "formatdesc": "BAB III",
            "language": "id",
            "main": "BAB III.pdf",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/329359",
            "content": "published",
            "docid": 329359,
            "files": [
                {
                  "fileid": 1160067,
                  "datasetid": "document",
                  "hash": "e1efeb64e6fc83225abdecfc7fbabc1c",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1160067",
                  "mime_type": "application\/pdf",
                  "hash_type": "MD5",
                  "objectid": 329359,
                  "mtime": "2026-09-30 04:14:51",
                  "filename": "BAB III.pdf",
                  "filesize": 379672
                }
            ],
            "eprintid": 33079,
            "placement": 4,
            "format": "text",
            "mime_type": "application\/pdf",
            "pos": 4,
            "security": "validuser",
            "rev_number": 2
          },
          {
            "format": "text",
            "placement": 5,
            "pos": 5,
            "mime_type": "application\/pdf",
            "security": "validuser",
            "rev_number": 2,
            "language": "id",
            "formatdesc": "BAB IV",
            "main": "BAB IV.pdf",
            "content": "published",
            "files": [
                {
                  "hash_type": "MD5",
                  "objectid": 329360,
                  "filesize": 1870022,
                  "filename": "BAB IV.pdf",
                  "mtime": "2026-09-30 04:14:55",
                  "mime_type": "application\/pdf",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1160069",
                  "fileid": 1160069,
                  "hash": "189bfaaab705a103ace53c2efd1387cb",
                  "datasetid": "document"
                }
            ],
            "docid": 329360,
            "eprintid": 33079,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/329360"
          },
          {
            "security": "public",
            "rev_number": 2,
            "placement": 7,
            "format": "text",
            "pos": 7,
            "mime_type": "application\/pdf",
            "main": "BAB V.pdf",
            "content": "published",
            "docid": 329362,
            "eprintid": 33079,
            "files": [
                {
                  "fileid": 1160073,
                  "datasetid": "document",
                  "hash": "b474da01c9473d0838c3434b91bf4015",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1160073",
                  "mime_type": "application\/pdf",
                  "objectid": 329362,
                  "hash_type": "MD5",
                  "filename": "BAB V.pdf",
                  "mtime": "2026-09-30 04:14:59",
                  "filesize": 155763
                }
            ],
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/329362",
            "language": "id",
            "formatdesc": "BAB V"
          },
          {
            "main": "Daftar Pustaka dan Lampiran.pdf",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/329363",
            "docid": 329363,
            "content": "published",
            "files": [
                {
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1160075",
                  "datasetid": "document",
                  "hash": "fe56d1cfb76a7c8443c985f9fe0813c6",
                  "fileid": 1160075,
                  "filename": "Daftar Pustaka dan Lampiran.pdf",
                  "mtime": "2026-09-30 04:15:02",
                  "filesize": 129482,
                  "hash_type": "MD5",
                  "objectid": 329363,
                  "mime_type": "application\/pdf"
                }
            ],
            "eprintid": 33079,
            "formatdesc": "DAFTAR PUSTAKA - LAMPIRAN",
            "language": "id",
            "security": "validuser",
            "rev_number": 2,
            "placement": 8,
            "format": "text",
            "mime_type": "application\/pdf",
            "pos": 8
          },
          {
            "rev_number": 2,
            "security": "staffonly",
            "placement": 9,
            "format": "text",
            "pos": 9,
            "mime_type": "application\/pdf",
            "main": "Publikasi.pdf",
            "docid": 329364,
            "content": "published",
            "files": [
                {
                  "hash_type": "MD5",
                  "objectid": 329364,
                  "filename": "Publikasi.pdf",
                  "mtime": "2026-09-30 04:15:05",
                  "filesize": 762763,
                  "mime_type": "application\/pdf",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1160077",
                  "fileid": 1160077,
                  "datasetid": "document",
                  "hash": "35633bef877469ef9ae17632eeb8b19c"
                }
            ],
            "eprintid": 33079,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/329364",
            "language": "id",
            "formatdesc": "PUBLIKASI"
          }
      ],
      "divisions": [
        "if"
      ],
      "uri": "http:\/\/eprints.amikom.ac.id\/id\/eprint\/33079",
      "datestamp": "2026-09-30 04:22:22",
      "thesis_type": "bachelor",
      "metadata_visibility": "show",
      "institution": "Universitas AMIKOM Yogyakarta",
      "type": "thesis",
      "title": "DETEKSI WEBSITE PHISHING BERDASARKAN\r\nANALISIS STRUKTUR URL MENGGUNAKAN\r\nALGORITMA MACHINE LEARNING",
      "thesis_name": "skripsi",
      "eprint_status": "archive"
    }