[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-id-113":3,"doc-seo-231282-113":53,"doc-detail-231282-id":119},{"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":112,"head_meta":114,"extra_data":116,"updated_unix":118},113,"id","comparison-of-least-square-and-quadratic-methods-in-predicting-the-number-of-new-student-applicants-method-comparison","PERBANDINGAN METODE LEAST SQUARE DAN QUADRATIC DALAM PREDIKSI JUMLAH PENDAFTAR MAHASISWA BARU - Komparasi metode","","Pendaftaran mahasiswa baru dilakukan setiap tahun melalui beberapa jalur, namun beberapa tahun terakhir jumlah pendaftar cenderung menurun meski sebelumnya sempat meningkat. Diperlukan prediksi untuk meramalkan jumlah pendaftar pada tahun mendatang sebagai bahan pertimbangan penentuan kuota/pagu penerimaan mahasiswa baru. Penelitian ini membandingkan metode Least Square dan Quadratic menggunakan data pendaftar 2014/2015–2022/2023. Pengujian kinerja memakai MAE, MAPE, dan MSE, dengan hasil Quadratic lebih baik berdasarkan MAPE 11% (kategori Baik).",{"@graph":63,"@context":111},[64,81,102],{"@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":43,"@type":70,"position":77},"https://docshare.wps.com/id/document/ujian/",3,{"item":79,"name":59,"@type":70,"position":80},"https://docshare.wps.com/id/document/comparison-of-least-square-and-quadratic-methods-in-predicting-the-number-of-new-student-applicants-method-comparison/231282/",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/comparison-of-least-square-and-quadratic-methods-in-predicting-the-number-of-new-student-applicants-method-comparison/231282.png","ImageObject",300,407,{"name":89,"@type":90},"Dozel","Person",{"url":68,"name":92,"@type":93},"DocShare","Organization","application/pdf","2026-09-21","2026-09-10",true,{"@type":99,"interactionType":100,"userInteractionCount":80},"InteractionCounter",{"@type":101},"ViewAction",{"@type":103,"mainEntity":104},"FAQPage",[105],{"name":106,"@type":107,"acceptedAnswer":108},"Metode mana yang lebih cocok dan berdasarkan metrik apa?","Question",{"text":109,"@type":110},"Metode Quadratic lebih cocok berdasarkan nilai MAPE yang masuk kategori akurasi peramalan “Baik” sebesar 11%, sedangkan Least Square berada pada kategori “Cukup” sebesar 30%.","Answer","https://schema.org",{"og:url":79,"og:type":113,"og:title":59,"og:site_name":92,"og:description":61},"article",{"robots":115,"canonical":79},"index,follow",{"doc_id":117,"site_id":56},231282,1789061490,{"code":4,"msg":5,"data":120},{"doc_id":117,"user_id":121,"nickname":89,"user_avatar":122,"doc_module":4,"category_id":42,"category_name":43,"doc_title":59,"doc_description":61,"doc_content":123,"file_id":124,"file_url":125,"file_type":126,"file_size":127,"view_count":80,"is_deleted":4,"is_public":71,"is_downloadable":71,"audit_status":71,"page_count":128,"language":129,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":130,"faqs":131,"seo_title":132,"seo_description":61,"update_tm":118,"read_time":133},962085662650,"https://ap-avatar.wpscdn.com/davatar_29158cc5080c5b710cf443261637dec0","COMPARISON OF LEAST SQUARE AND QUADRATIC METHODS ON PREDICTION THE NUMBER OF NEW STUDENT APPLICANTS  \nAtin Hasanah*1, Kusrini2, Kusnawi3  \n1.2,3PJJ Master's Study Program in Informatics Engineering, Universitas AMIKOM Yogyakarta, Indonesia [Email:](Email:1atin.hasanah92s2@students.amikom.ac.id)[1](Email:1atin.hasanah92s2@students.amikom.ac.id)[atin.hasanah92s2@students.amikom.ac.id](Email:1atin.hasanah92s2@students.amikom.ac.id), [2](2kusrini@amikom.ac.id)[kusrini@amikom.ac.id](2kusrini@amikom.ac.id), [3](3khusnawi@amikom.ac.id)[khusnawi@amikom.ac.id](3khusnawi@amikom.ac.id)  \n(Article received: June 13, 2023; Revision: July 04, 2023; published: Desember 23, 2023)  \nAbstract  \nNew student registration is held every year with several mechanisms. However, in recent years the number of applicants has decreased even though it had experienced a surge in the previous year. So that, it is necessary to have a prediction to predict the number of applicants in the coming year. In addition, the results of these predictions can be used as material for consideration in determining the quota/ceiling for the number of new student admissions in the following academic year. This research used the Least Square and Quadratic methods to predict the number of new student applicants based on data on the number of applicants from the 2014/2015 to 2022/2023 academic years. Performance testing of the two methods was tested with three (3) testing methods : MAE, MAPE, and MSE. The performance test found that the Quadratic method is more suitable with the MAPE value in the \"Good\"forecasting accuracy category, which is 11%. For the MAE value, it gets 452,17 and an MSE of 302069,04. While Least Square produces aMAPE value in the \"Enough\"forecasting accuracy category of 30%, for the MAE value, it gets 996,97 and an MSE of 1494205,36.  \nKeywords: least square, MAE, MAPE, MSE, prediction, quadratic.  \nKOMPARASI METODE LEAST SQUARE DAN QUADRATIC PADAPREDIKSI JUMLAH PENDAFTAR MAHASISWA BARU  \nAbstrak  \nPendaftaran Mahasiswa Baru digelar disetiap tahunnya dengan beberapa jalur yang dibuka. Namun, beberapatahun terakhir jumlah pendaftar mengalami penurunan padahal di tahun sebelumnya sempat mengalamikelonjakan. Sehingga, perlu adanya suatu prediksi untuk meramalkanjumlah pendaftar di tahun mendatang. Selain itu, hasil dari prediksi tersebut dapat menjadi bahan pertimbangan penentuan kuota/pagu jumlah penerimaan mahasiswa baru di tahun akademik selanjutnya. Penelitian ini merapkan metode Least Square dan Quadratic untuk memprediksi jumlah pendaftar mahasiswa baru berdasarkan datajumlah pendaftar dari tahun akademik 2014/2015 sampai 2022/2023 . Pengujian performance kedua metode tersebut di uji dengan tiga (3) metode pengujian yakni MAE, MAPE dan MSE. Pada pengujian performance tersebut, didapat hasil bahwa metode Quadratic lebih cocokdengan nilai MAPE masuk dalam kategori akurasi peramalan ”Baik” yakni sebesar 11%, untuk nilai MAE mendapat 452,17 dan MSE sebesar 302069,04 . Sedangkan Least Square menghasilkan nilai MAPE masuk dalam kategori akurasi peramalan ”Cukup” yakni sebesar 30%, untuk nilai MAE mendapat 996,97 dan MSE sebesar 1494205,36 .  \nKata kunci: least square, MAE, MAPE, MSE, prediksi, quadratic.  \n1. PENDAHULUAN  \nPendaftaran Mahasiswa Baru digelar setiaptahunnya dengan melalui beberapa jalur yang digelar. Pada pendaftaran mahasiswa baru di tingkat UIN/IAIN/STAIN terdapat 2 jalur yang digelarsecara nasional yakni SPAN-PTKIN dan UMPTKIN. Sedangkan tingkat lokal di IAIN Maduramenambahkan dua jalur yaitu Mandiri Reguler dan baru-baru ini menambahkan jalur Mandiri Prestasi. Sehingga di IAIN Madura menggelar empat jalur  \nmasuk yakni SPAN-PTKIN, UM-PTKIN, Mandiri Prestasi dan Mandiri Reguler setiap tahunnya  \nBeberapa tahun terakhir, jumlah pendaftarmahasiswa baru mengalami penurunan dari tahunsebelumnya yang sempat mengalami kenaikan padajumlah pendaftarnya. Sehingga, perlu adanya suatusistem yang dapat memprediksi atau meramalkanjumlah pendaftar di tahun","cbCaiirE6Koj3G6R","https://ap.wps.com/l/cbCaiirE6Koj3G6R","pdf",882306,10,"Indonesian","# PENDAHULUAN\n## Jalur Pendaftaran Mahasiswa Baru\n## Kebutuhan Prediksi Jumlah Pendaftar\n## Perbandingan Metode Least Square dan Quadratic\n## Penelitian Terkait","[{\"question\":\"Metode mana yang lebih cocok dan berdasarkan metrik apa?\",\"answer\":\"Metode Quadratic lebih cocok berdasarkan nilai MAPE yang masuk kategori akurasi peramalan “Baik” sebesar 11%, sedangkan Least Square berada pada kategori “Cukup” sebesar 30%.\"}]","PERBANDINGAN METODE LEAST SQUARE DAN QUADRATIC DALAM PREDIKSI JUMLAH PENDAFTAR MAHASISWA BARU - Komparasi metode | PDF",15]