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Yundari, Yundari
Jurusan Matematika FMIPA Universtas Tanjungpura
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Journal : Jurnal Gaussian

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PEMODELAN GEOGRAPHICALLY WEIGTED REGRESSION PADA ANGKA PARTISIPASI SEKOLAH DI KALIMANTAN BARAT TAHUN 2022 Mujiarti, Eka May; Yundari, Yundari; Huda, Nur'ainul Miftahul
Jurnal Gaussian Vol 13, No 1 (2024): Jurnal Gaussian
Publisher : Department of Statistics, Faculty of Science and Mathematics, Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14710/j.gauss.13.1.36-47

Abstract

Angka Partisipasi Sekolah" (APS) indicates educational quality in a region, with higher APS reflecting better education. In 2022, APS for SMA/SMK/MA/Paket C in West Kalimantan was 68.72%, a decrease from the previous year. A Geographically Weighted Regression (GWR) approach which considers geographic characteristics in modeling the relationship between response and predictor variables, is used to analyze factors influencing APS in West Kalimantan. This study aims to model APS and identify influencing factors. Initial steps include detecting multicollinearity and spatial heterogeneity, and determining the Euclidean distance and bandwidth value of the weighting function. The study uses fixed and adaptive Gaussian, bisquare, and tricube kernels. GWR model parameters are then estimated, and the best model is chosen based on the smallest Akaike Criterion Information (AIC) value. Results show that the best weight is the adaptive bisquare kernel with the smallest AIC. Key factors influencing APS, with a 99.07% coefficient of determination, include the number of schools, teachers, student-teacher ratio, poverty rate, and PDRB per capita, with the remaining 0.93% influenced by unstudied factors.
Co-Authors Adrian, Ferry Ahmad Yani T Alexander Ananda, Adelia Angraini, Wanda Aprizkiyandari, Siti Ariani, Prisilia Arizal, Arizal Asyrad, Adam Ayu Lestari Ayu Sri Utami Bambang Poniman Barita Riana Sitours Bayu Prihandono Brella Glysentia Vilgalita Chintya, Yuni Daniel Happy Putra Daska, Hipin Dea Rizki Darmawanti Dede Suratman Deni Winda Sari Desi Desi Ditanti Putri Shofia Eka Febrianti, Eka Eligia Helvianti Tri Lina P Elishabet Yohana Enis Rahayu Erlando Erlando Ervina Febyolga Evangelista, Gitta Evi Novian Evi Noviani Evy Sulistianingsih Fajria, Intan Luthfiani Fansiskus Fran Fikadila, Lisa Firhan Januardi Firmansyah, Dimas Fran, Fransiskus Fransiskus Fran Fransiskus Fran Hamdani Hamdani Hanssen, Calvin Helmi Helmi Helmi Helmi Helmi Helmi Helmi Hendra Perdana Hengki, Marius Henny Priandini Amalia Huda, Nur'ainul Miftahul HUDA, NUR’AINUL MIFTAHUL Huda, Nur’ainul Miftahul Ikbal Muhaimin Jonathan, Ryan Juwita, Dia Prima Laksono Trisnantoro Lauren, Nover Laurens Paskhia Dirda Rusanditia Lina Astuti Mariatul Kiftiah Martha, Shantika Meisita, Cheril Meliana Pasaribu Melinda Mareta Sari Mohamad Rif'at Mudinillah, Adam Muhammad Ilyas Mujiarti, Eka May Muslimah (F54210032) Nadia Putri Kurniawati Neno Juli Triami Neva Satyahadewi Nilamsari Kusumastuti Ningrum, Runi Aisyah Diyah Novia Kristefany Kabang Nurfadilah, Kori’ah NURFITRI IMRO’AH Nurfitri Im’roah Nurliantika, Nurliantika NUR’AINUL MIFTAHUL HUDA Pranata Anggi Priyatna, Tegar Rama Puspita, Urfila Dian Putra, Fajar Rahmana Putri Romanda Rachmawati, Febby Rahmah, Mhaulia Ramadhan, Rahul Ramadhanti, Tasya Redika Rif'at, Mohammad Rifatullah, Rohit Riski Apriadi Rivaldi, Syahrul Rizki, Setyo Wira Ryan Jonathan Safitri, Fauziah Sasqia Aklysta Antaristi Setyo Wira Rizki Setyo Wira Rizki Shantika Martha Shantika Martha Silvia, Elma Silvy Heriyanti Suryani Suryani Takuan, Julianus Tambunan, Ayu Oktavia Tamtama, Ray Udjianna Sekteria Pasaribu Utriweni Mukhaiyar Venti, Monalisa Wele, Bruno Sala Winanda Epriyanti Yudhi Yulis Jamiah Zada Almira Zubaidah Zubaidah