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Edhy Sutanta (Jurusan Teknik Informatika IST AKPRIND Yogyakarta)
Institut Sains & Teknologi AKPRIND Yogyakarta
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Journal : PROCEEDING IC-ITECHS 2014

 1 
Application of the Geographically Weighted Regression Method to the Human Development Index and Visualization on the Tableau Dashboard Devi Octaviani Hasibuan; Rokhana Dwi Bekti; Edhy Sutanta Sutanta; I Wayan Julianta Pradnyana
IC-ITECHS Vol 3 No 1 (2022): IC-ITECHS
Publisher : IC-ITECHS

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Abstract

Spatial data is information that contains the location or geographic information of a region on a map of objects on Earth. One of the methods in spatial analysis is Geographically Weighted Regression (GWR). GWR is the development of the Ordinary Least Square (OLS) theory into a weighted regression model that takes into account spatial effects, resulting in a parameter estimator that can only be used to predict each point or location where the data is observed and concluded. The application of the GWR method is expected to produce an accurate Human Development Index (HDI) model. This study applies the GWR method to the Human Development Index in each Regency or city in Central Java in 2021. With a global GWR determination coefficient value of 0.8577, it means that 85.77% of population density, percentage of the poor population, gross regional domestic product at constant prices, and adjusted school enrollment rates have a global influence on HDI. From the GWR model obtained, it is known that the value of the HDI variable will decrease if the value of the PPM variable increases by one unit in each Regency or city. The value of the IPM variable will increase if the value of the PDRB, KP, and APS variables increases by one unit in each Regency or city. Therefore,Regency or city governments in Central Java Province are expected to be able to overcome the problem of poverty and reduce the percentage of poor people so that there is an increase in the HDI.
Co-Authors -, Mujiman -, Mujiman -, Purnawan -, Suraya Abdulah Dwi Saputra Abreu Andre Boavida Achmad Rivaldi Aditama, Taufan Bagus Dwi Putra Adiyanto Adiyanto Ahmad Ashari Ahmad Hanafi Aji Nugrahaning Widhi Almuntaha, Eska Amir Hamzah Andhika Djalu Sembada Arbintarso, Ellyawan Setyo Arga, Dwi Asih Sapta Aris Wahyu Murdiyanto Ariyana, Renna Yanwastika Bima Indra Sakti Catur Iswahyudi Catur Iswayudi Cyrilla Indri Parwati Dafik M Rasai, Dafik M Deby Saputra, Deby Devi Octaviani Hasibuan Dyah Apriliani Edi Winarko Edi Winarko Eko Darmanto Eko Nur Cahyo Ema Utami Emy Setyaningsih Erfanti Fatkhiyah Erma Susanti Erna Kumalasari Erna Kumalasari Nurnawati Erna Kumalasari Nurnawati Erni Astuti Fikki Rian Irawan Gatot Santoso Gatot Santoso Gustian Rohendi Hari Singgih Pratikto, Hari Singgih Hariyanto, Satriawan Dini Harri Singgih Pratikto Hary Wibowo Hary Wibowo Hary Wibowo, Hary Hen i Putriningtyas Hendra Ryadi Sardi Hidayat - Hormat, Petronius I Wayan Julianta Pradnyana Imam Kurniawan Inggar Prihartini Eka Putri Istiari, Satiti Iswayudi, Catur Jazi Eko Istiyanto Jazi Eko Istiyanto Joko Triyono Joko Triyono Jussac Maulana Masjhoer Khabib Mustofa Khasanah, Rahayu Kusumaningsih, Rr. Yuliana Rachmawati Laksono Trisnantoro Lumaksono, Fikar Tri Putra Muhammad Adji Pratama Muhammad Faisal Fahlepi MUHAMMAD SHOLEH Muhammad Sholeh Mukasi Wahyu Kurniawati Nana Syahrima Rizkyaputri Novi Irawati Nur Sa’idah Nurcahyo, Raden Wisnu Oman Somantri Patiran, Jumadi Filips Kabes Perdiansa, Aldi Prakoso, Aditha Agung Prastyono Eko Pambudi Pribudi, Anggarani Prita Haryani Priyanto, Sabda Elisa Purnawan Purnawan Purnawan Purnawan Putu Susastriawan, Anak Agung Raden Wisnu Nurcahyo Rahmat Hidayat Ramadhan, Muhammad Zidan Rifqi Renna Yanwastika Ariyana5 Retantyo Wardoyo Rindi Insan Cahyadi1 Rizal Fakhruddin Lubis Rizky Erico Yanuar Rohmat Hidayat Rohmat Hidayat Rokhana Dwi Bekti Rosalia Arum Kumalasanti Rosid, Ibnu Abdul Samekto Wibowo Samekto Wibowo Samuel Kristiyana Samuel Kristiyana Septian Efendi Sholeh, Muhammad Sisilia Endah Lestari, Sisilia Endah Siti Saudah Sitorus, Dani Wijaya Slamet Hani, Slamet Sri Mulyaningsih Suparni Setyowati Rahayu Suraya ., Suraya Suraya Suraya Sutarno, Kharis Suwanto Raharjo Taufiq Abidin Than Raymond Tomy Alif Mustofa Toto Rusianto Uning Lestari Uning Lestari Untoro Hadi Suharto Utubira, Berliana Isel Wahyu Afrianto Wibowo, Mochamad Gilang Hari Wijayanto Prasetya Arkiang, Wijayanto Prasetya Winarko, Edi Yustita, Wahyu Zumar Rahafuna, Muhammad