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Anang Kurnia
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Journal : statistika

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Analisis Clustering Time Series untuk Pengelompokan Provinsi di Indonesia Berdasarkan Indeks Pembangunan Manusia Jenis Kelamin Perempuan Dwi Agustin Nuriani Sirodj; I Made Sumertajaya; Anang Kurnia
Statistika Vol. 23 No. 1 (2023): Statistika
Publisher : Department of Statistics, Faculty of Mathematics and Natural Sciences, Universitas Islam Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/statistika.v23i1.2181

Abstract

ABSTRAK Indeks Pembangunan Manusia (IPM) mencerminkan bagaimana kualitas dari pembangunan suatu wilayah tertentu. Selain adanya ketimpangan nilai IPM antar wilayah provinsi di Indonesia, jika dilihat dari sudut pandang gender, maka kesenjangan IPM laki-laki dan perempuan pun tidak bisa dihindari. Peningkatan pertumbuhan pembangunan di setiap wilayah tentu harus mendorong peningkatan kesetaraan gender pula, dalam hal ini kesenjangan pembangunan antara laki-laki dan perempuan harus mampu diminimalisir sehingga penting untuk melihat bagaimana kondisi IPM perempuan perwilayah provinsi di Indonesia agar dapat dilakukan langkah-langkah intervensi untuk meminimalisir isu ketimpangan yang harapannya dapat mendorong indeks pembangunan di wilayah tersebut. Metode analisis yang digunakan untuk mengelompokkan daerah berdasarkan nilai IPM perempuan adalah Clustering time series. Hasil analisis memperlihatkan metode clustering time series dengan menggunakan jarak dynamic time-warping (DTW) menghasilkan dua kelompok yaitu kelompok 1 (daerah dengan IPM perempuan rendah): daerah Papua dan kelompok 2 (daerah dengan IPM perempuan tinggi): daerah lain selain Papua. Pengelompokan yang dibentuk menghasilkan nilai koefisien Silhouette sebesar 0,74. Nilai tersebut menandakan bahwa kelompok yang dibentuk berada dalam kategori kuat dalam artian bahwa dua kelompok tersebut mempunyai karakteristik yang jelas berbeda sehingga metode pengelompokan dengan jarak DTW dapat digunakan dalam pengelompokan provinsi-provinsi di Indonesia berdasarkan nilai IPM Perempuan. ABSTRACT The Human Development Index (HDI) reflects the quality of development in a particular region. In addition to the inequality of HDI values between provinces in Indonesia, when viewed from a gender perspective, the gap between the HDI of men and women is inevitable. Increased development growth in each region must certainly encourage an increase in gender equality as well; in this case, the development gap between men and women must be able to be minimized, so it is important to see how the condition of the women's HDI per region in Indonesia so that intervention steps can be taken to minimize the issue of inequality. The analysis method used in this paper is Time Series Clustering. The analysis results show that the time series clustering method using dynamic time-warping (DTW) distance produces two groups: group 1 (regions with low female HDI): Papua region and group (2 regions with high female HDI): all provinces except Papua. The grouping formed produced a Silhouette coefficient value of 0.74. This value indicates that the groups formed are in a strong category, so the clustering method with DTW distance can be used in grouping provinces in Indonesia based on the value of Women's HDI.
Co-Authors . Hanniva . Marzuki . Sutriyati Abdullah Ilman Fahmi Achmad Fauzan ACHMAD FAUZAN Achmad Fauzan, Achmad Ade Riyawan Adeline Vinda Septiani Agus Buono Agus M Soleh Agus Mohamad Soleh Agus Mohammad Soleh Agus Mohammad Soleh Ahmad Ansori Mattjik Ajeng Bita Alfira Aji Hamim Wigena Aji Hamim Wigena Akbar Rizki Alkahfi, Cahya Alona Dwinata Amalia Pasaribu, Asysta Amin, Yudi Fathul Anik Djuraidah Ardiansyah, Muhlis Arie Anggreyani Arie Wahyu Wijayanto Arief Gusnanto Arien Citha Utami ASEP SAEFUDDIN Assyifa Lala Pratiwi Hamid Astri Fatimah Asysta Amalia Pasaribu Aulia Akhrian Syahidi Azka Ubaidillah Bagus Sartono Bambang Sumantri Beny Trianjaya Budi Susetyo Budi Susetyo Budi Waryanto Bulan Cahyani Suhaeri Cici Suhaeni Cici Suhaeni Citra Jaya Dede Dirgahayu Dede Dirgahayu Deiby T Salaki Dewi Juliah Ratnaningsih Dhea Dewanti Dian Handayani Dian Handayani Dian Kusumaningrum Dian Kusumaningrum Dian Kusumaningrum, Diaztri Hazam Dwi Agustin Nuriani Sirodj Dwi Fitrianti Dwi Wahyu Triscowati Efriwati Efriwati Eliza Rahmadania Erfiani Erfiani Erfiani Erfiani Erfiani Erfiani, Erfiani Erwan Setiawan Erwan Setiawan, Erwan Farit Mochamad Afendi Farit Mohamad Afendi Fatkhurokhman Fauzi Fauziah, Ghina Febryna Sembiring Fitri Dewi Shyntia Fitrianto, Anwar Fitriyani Sahamony, Nur Gerry Alfa Dito Hamim Wigena, Aji Haq, Irvanal Hari Wijayanto Hestiani Wulandari Hidayat, Agus Sofian Eka Hidayat, Muhammad Hutomo Atman Maulana I Gusti Ngurah Sentana Putra I Made Sumertajaya I Wayan Mangku Ikhlasul Amalia Rahmi Ina Widayanty Indah Herlawati Indahwati Indonesian Journal of Statistics and Its Applications IJSA Indra Mahib Zuhair Riyanto Ita Wulandari Iwan Kurniawan Khairani, Fitri Khairil Anwar Notodiputro Khairil Anwar Notodiputro Khairil Anwar Notodiputro Kristuisno Martsuyanto Kapiluka Kusman Sadik Laily Nissa Atul Mualifah Laras Suprapti Lisa Amelia Logananta Puja Kusuma Loly, Joao Ferreira Rendes Bean Matualage, Dariani Maulana Achiar, Anshari Luthfi Meavi Cintani Melania Dwi Rahayu Muhammad Firlan Maulana Muhammad Nur Aidi Muhammad Nur Aidi Mulianto Raharjo Nashir, Husnun Newton Newton Nur Anggraini Fadhilah Nurul Hidayati Pardomuan Robinson Sihombing Pardomuan Robinson Sihombing Pasaribu, Asysta Amalia Pingkan Awalia Pomalingo, Dewi Zulyani Pramana, Setia Purba, Widyo Pura Purwanto, Arie Putri, Christiana Anggraeni Rachmat Bintang Yudhianto Yudhianto Rahardiantoro, Septian Rahma Anisa Rahma Anisa Rahman, Gusti Arviana Retsi Firda Maulina Rhendy K. P. Widiyanto Ristiyanti Ristiyanti Rysda Rysda Ryska Putri Madyasari Sabrina Adnin Kamila Sachnaz Desta Oktarina Sahamony, Nur Fitriyani Salmun K Nasib Salsabila Fayiza Santoso, Andrianto Santoso, Zein Rizky Sari Agustini Hafman Sean Marshelle Setyowati, Indah Rini Siregar, Jodi jhouranda Siskarossa Ika Oktora Siti Hasanah Siti Muchlisoh Sri Kustiara Suprayogi, Muhammad Azis Suprayogi, Muhammad Aziz Teguh Prasetyo Thooriq Ghaith Topan . Ruspayandi Triscowati, Dwi Wahyu Tyas, Maulida Fajrining Utami Dyah Syafitri Viarti Eminita Widoretno, Widoretno Yani Nurhadryani Yenni Angraini Yenni Kurniawati Yudistira Yudistira Yully Sofyah Waode Yusma Yanti Zafira Fakhriyah Zamrah Mutmainah