[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-id-113":3,"doc-seo-185822-113":53,"doc-detail-185822-id":128},{"code":4,"msg":5,"data":6},0,"success",[7,13,17,21,25,29,33,37,41,45,49],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},55,"Document","Agama & Spiritualitas",60,"religion-spirituality",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":11,"slug":16},48,"Cerita & Novel","story-novel",{"id":18,"doc_module":4,"doc_module_name":9,"category_name":19,"show_sort_weight":11,"slug":20},56,"Gaya Hidup","lifestyle",{"id":22,"doc_module":4,"doc_module_name":9,"category_name":23,"show_sort_weight":11,"slug":24},51,"Komik","comic",{"id":26,"doc_module":4,"doc_module_name":9,"category_name":27,"show_sort_weight":11,"slug":28},53,"Layanan Kesehatan","healthcare",{"id":30,"doc_module":4,"doc_module_name":9,"category_name":31,"show_sort_weight":11,"slug":32},54,"Penelitian & Laporan","research-report",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":11,"slug":36},49,"Sastra","literature",{"id":38,"doc_module":4,"doc_module_name":9,"category_name":39,"show_sort_weight":11,"slug":40},52,"Teknologi","technology",{"id":42,"doc_module":4,"doc_module_name":9,"category_name":43,"show_sort_weight":11,"slug":44},50,"Ujian","exam",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":47,"show_sort_weight":11,"slug":48},57,"Umum","general",{"id":50,"doc_module":4,"doc_module_name":9,"category_name":51,"show_sort_weight":4,"slug":52},181,"Formulir","formulir",{"code":4,"msg":54,"data":55},"ok",{"site_id":56,"language":57,"slug":58,"title":59,"keywords":60,"description":61,"schema_data":62,"social_meta":121,"head_meta":123,"extra_data":125,"updated_unix":127},113,"id","research-stages-random-forest-model-application","Tahapan Penelitian - Penerapan Model Random Forest","","Diagram alur ini menguraikan tahapan-tahapan dalam sebuah penelitian, dimulai dari pengumpulan data, seleksi data, pra-pemrosesan, hingga pembagian data menjadi data latih dan data uji. Model Random Forest kemudian diterapkan, dilatih menggunakan data latih, dan diuji menggunakan data uji. Tahap akhir adalah evaluasi model Random Forest untuk menentukan kinerjanya. Gambar kedua menampilkan hasil evaluasi model, termasuk matriks kebingungan (confusion matrix) dan metrik akurasi sebesar 95.67%. Gambar ketiga menunjukkan contoh data yang digunakan, mencakup kolom seperti nomor pendaftaran, asal sekolah, nilai akhir, hasil seleksi, dan statistik terkait penerimaan siswa per tahun. Data ini tampaknya berkaitan dengan proses seleksi penerimaan siswa baru atau serupa, di mana model machine learning digunakan untuk memprediksi atau menganalisis hasil seleksi berdasarkan berbagai atribut siswa.",{"@graph":63,"@context":120},[64,81,103],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,72,75,78],{"item":68,"name":69,"@type":70,"position":71},"https://docshare.wps.com","Home","ListItem",1,{"item":73,"name":9,"@type":70,"position":74},"https://docshare.wps.com/id/document/",2,{"item":76,"name":31,"@type":70,"position":77},"https://docshare.wps.com/id/document/penelitian-laporan/",3,{"item":79,"name":59,"@type":70,"position":80},"https://docshare.wps.com/id/document/research-stages-random-forest-model-application/185822/",4,{"url":79,"name":59,"@type":82,"image":83,"author":88,"headline":59,"publisher":91,"fileFormat":94,"inLanguage":57,"description":61,"dateModified":95,"datePublished":96,"encodingFormat":94,"isAccessibleForFree":97,"interactionStatistic":98},"DigitalDocument",{"url":84,"@type":85,"width":86,"height":87},"https://docshare.wps.com/thumbnails/research-stages-random-forest-model-application/185822.png","ImageObject",300,407,{"name":89,"@type":90},"Chloe Bennett","Person",{"url":68,"name":92,"@type":93},"DocShare","Organization","application/pdf","2026-10-04","2026-09-02",true,{"@type":99,"interactionType":100,"userInteractionCount":102},"InteractionCounter",{"@type":101},"ViewAction",9,{"@type":104,"mainEntity":105},"FAQPage",[106,112,116],{"name":107,"@type":108,"acceptedAnswer":109},"Apa saja tahapan utama dalam penelitian yang digambarkan oleh diagram alur?","Question",{"text":110,"@type":111},"Tahapan utama meliputi pengumpulan data, seleksi data, pra-pemrosesan data, pembagian data menjadi data latih dan data uji, penerapan model Random Forest, pelatihan dan pengujian model, serta evaluasi model.","Answer",{"name":113,"@type":108,"acceptedAnswer":114},"Berapa tingkat akurasi yang dicapai oleh model Random Forest berdasarkan gambar yang ditampilkan?",{"text":115,"@type":111},"Model Random Forest mencapai tingkat akurasi sebesar 95.67% berdasarkan hasil evaluasi yang ditampilkan dalam gambar.",{"name":117,"@type":108,"acceptedAnswer":118},"Apa saja jenis atribut yang terdapat dalam sampel data yang diperlihatkan?",{"text":119,"@type":111},"Sampel data mencakup atribut khusus seperti 'no_daftar' dan 'asal_sekolah', serta atribut reguler seperti 'nilai_akhir', 'hasil_seleksi', dan statistik terkait penerimaan siswa.","https://schema.org",{"og:url":79,"og:type":122,"og:title":59,"og:site_name":92,"og:description":61},"article",{"robots":124,"canonical":79},"index,follow",{"doc_id":126,"site_id":56},185822,1788369245,{"code":4,"msg":5,"data":129},{"doc_id":126,"user_id":130,"nickname":89,"user_avatar":131,"doc_module":4,"category_id":30,"category_name":31,"doc_title":59,"doc_description":61,"doc_content":132,"file_id":133,"file_url":134,"file_type":135,"file_size":136,"view_count":102,"is_deleted":4,"is_public":71,"is_downloadable":71,"audit_status":71,"page_count":137,"language":138,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":139,"faqs":140,"seo_title":141,"seo_description":61,"update_tm":127,"read_time":142},962084925782,"https://ap-avatar.wpscdn.com/davatar_9964176cb1d06d4a9deccf72a44ae3dc","| Nama Atribut | Tipe Atribut | Jenis Atribut |\n| --- | --- | --- |\n| no_daftar | Real | Special (id) |\n| asal_sekolah | Polynominal | Special (label) |\n| nilai_akhir | Real | Regular |\n| hasil_seleksi | Polynominal | Regular |\n| accepted_per_year | Integer | Regular |\n| accepted_all | Integer | Regular |\n| avg_ accepted_per_year | Real | Regular |\n| avg_ accepted_all | Real | Regular |\n| avg_nilai_akhir_pt | Real | Regular |","cbCaik1lbphKHeD9","https://ap.wps.com/l/cbCaik1lbphKHeD9","pdf",405554,15,"Indonesian","# Tahapan Penelitian\n## Pengumpulan Data\n## Seleksi Data\n## Pra-pemrosesan Data\n## Pembagian Data\n### Data Latih\n### Data Uji\n## Penerapan Model Random Forest\n### Pelatihan Model Data Latih\n### Pengujian Model Data Uji\n## Evaluasi Model Random Forest","[{\"question\":\"Apa saja tahapan utama dalam penelitian yang digambarkan oleh diagram alur?\",\"answer\":\"Tahapan utama meliputi pengumpulan data, seleksi data, pra-pemrosesan data, pembagian data menjadi data latih dan data uji, penerapan model Random Forest, pelatihan dan pengujian model, serta evaluasi model.\"},{\"question\":\"Berapa tingkat akurasi yang dicapai oleh model Random Forest berdasarkan gambar yang ditampilkan?\",\"answer\":\"Model Random Forest mencapai tingkat akurasi sebesar 95.67% berdasarkan hasil evaluasi yang ditampilkan dalam gambar.\"},{\"question\":\"Apa saja jenis atribut yang terdapat dalam sampel data yang diperlihatkan?\",\"answer\":\"Sampel data mencakup atribut khusus seperti 'no_daftar' dan 'asal_sekolah', serta atribut reguler seperti 'nilai_akhir', 'hasil_seleksi', dan statistik terkait penerimaan siswa.\"}]","Tahapan Penelitian - Penerapan Model Random Forest | PDF",23]