Mapping Religious Harmony in the Special Capital Region Jakarta using K-Means Algorithm

Deden Istiawan(1*), Wellie Sulistijanti(2), Arif Gunawan Santoso(3), Windyaning Ustyannie(4)


(1) Institut Teknologi Statistika dan Bisnis Muhammadiyah Semarang
(2) Institut Teknologi Statistika dan Bisnis Muhammadiyah Semarang
(3) Balai Penelitian dan Pengembangan Agama Semarang
(4) Institut Sains dan Teknologi Akprind Yogyakarta
(*) Corresponding Author

Abstract


D.K.I Jakarta is often called the window of Indonesia. As one of the largest cities in Indonesia, D.K.I Jakarta has various kinds of complex social problems. This research tries to identify and explore conditions of religious harmony in DKI Jakarta. In previous studies of religious harmony, the use of the index in assessing religious harmony could only describe the condition of religious harmony in general without indicating which factor was in measuring the level of religious harmony. This Research uses a clustering approach to analyse religious harmony in DKI Jakarta. The study found that cluster 0 has major problems that affect religious harmony compared to other clusters. Therefore, local government policies related to increasing religious harmony can be focused more on cluster 0, especially on variables that are shown to be low, namely empathy, non-violence, national commitment, and adaptability to local culture.

Keywords


Religious Harmony; Tolerance; Clustering; K-Means

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References


Abdullah, M.R.T.L., Al-Amin, M.N., Yusoff, A., Baharuddin, A., Abdul Khir, F., Talib, A.T., 2016. Socio-Religious Harmony Index Instrument Indicators for Malaysia. J. Al-Tamaddun 11, 29–44. https://doi.org/10.22452/jat.vol11no2.3

Afandi, A.J., 2019. Best Practice Pembelajaran Toleransi (Implementasi Kajian Tematik Hadith Al-Adyan Bagi Kerukunan Umat Beragama). NUANSA J. Penelit. Ilmu Sos. dan Keagamaan Islam 16, 65. https://doi.org/10.19105/nuansa.v16i1.2365

Afandi, N.K., 2018. Belajar dari Kerukunan Antar Umat Beragama di Kalimantan Timur dan Implikasinya terhadap Pendidikan Karakter. AL-MURABBI J. Stud. Kependidikan dan Keislam. 4, 143–165. https://doi.org/10.53627/jam.v4i2.3172

Ammar, A., Elouedi, Z., Lingras, P., 2014. Meta-clustering of possibilistically segmented retail datasets. Fuzzy Sets Syst. 286, 173–196. https://doi.org/10.1016/j.fss.2015.07.019

Ardi, R., Tobing, D.H., Agustina, G.N., Iswahyudi, A.F., Budiarti, D., 2021. Religious schema and tolerance towards alienated groups in Indonesia. Heliyon 7, e07603. https://doi.org/10.1016/j.heliyon.2021.e07603

Averoezy, F., Agung Prasetyo, D., Kusumastuti, E., 2021. Peranan Pendidikan Agama Islam Dalam Menjaga Kerukunan Umat Beragama. Atta’dib J. Pendidik. Agama Islam 2, 14–27.

Berggren, N., Nilsson, T., 2016. Tolerance in the United States: Does economic freedom transform racial, religious, political and sexual attitudes? Eur. J. Polit. Econ. 45, 53–70. https://doi.org/10.1016/j.ejpoleco.2016.06.001

BPS D.K.I Jakarta, 2020. Agama Penduduk DKI Jakarta Tahun 2020.

Cura, T., 2012. A particle swarm optimization approach to clustering. Expert Syst. Appl. 39, 1582–1588. https://doi.org/10.1016/j.eswa.2011.07.123

Davies, D.L., Bouldin, D.W., 1979. A Cluster Sparation Measure. IEEE Trans. Pattern Anal. Mach. Intell. 1, 224–227.

De Carvalho, F.D.A.T., Lechevallier, Y., De Melo, F.M., 2012. Partitioning hard clustering algorithms based on multiple dissimilarity matrices. Pattern Recognit. 45, 447–464. https://doi.org/10.1016/j.patcog.2011.05.016

Fahad, A., Alshatri, N., Tari, Z., Alamri, A., Khalil, I., Zomaya, A.Y., Foufou, S., Bouras, A., 2014. A survey of clustering algorithms for big data: Taxonomy and empirical analysis. IEEE Trans. Emerg. Top. Comput. 2, 267–279. https://doi.org/10.1109/TETC.2014.2330519

Fatih, M.K., 2018. Dialog Dan Kerukunan Umat Beragama Di Indonesia. Reli. J. Stud. Agama-Agama 13, 38. https://doi.org/10.14421/rejusta.2017.1301-03

Firdaus, M.A., 2014. Eksistensi Forum Kerukunan Umat Beragama dalam Memelihara Kerukunan Umat Beragama di Indonesia. Kontekstualita 29, 58–71.

Forgy, E., 1965. Cluster analysis of multivariate data: efficiency versus interpretability of classifications. Biometrics 21, 768–769.

Friedman, H., Rubin, J., 1967. Journal of the American Statistical Association. J. Am. Stat. Assoc. 37–41.

Gan, G., Ma, C., Wu, J., 2007. Data Clustering: Theory, Algorithms, and Applications. ASA-SIAM Series on Statistics and Applied Probability, Alexandria, Virginia.

Han, J., Kamber, M., Pei, J., 2012. Data Mining Concepts and Techniques, Data Mining. Elsevier. https://doi.org/10.1016/B978-0-12-381479-1.00001-0

Hasan, M. Al, Chaoji, V., Salem, S., Zaki, M.J., 2009. Robust partitional clustering by outlier and density insensitive seeding. Pattern Recognit. Lett. 30, 994–1002. https://doi.org/10.1016/j.patrec.2009.04.013

He, H., Tan, Y., 2012. A two-stage genetic algorithm for automatic clustering. Neurocomputing 81, 49–59. https://doi.org/10.1016/j.neucom.2011.11.001

Hermawati, R., Paskarina, C., Runiawati, N., 2017. Toleransi Antar Umat Beragama di Kota Bandung. Umbara 1. https://doi.org/10.24198/umbara.v1i2.10341

Ibrahim, S., 2017. Efektivitas Kebijakan Pelaksanaan Kerukunan Umat Beragama. Al-Mishbah | J. Ilmu Dakwah dan Komun. 12, 43. https://doi.org/10.24239/al-mishbah.vol12.iss1.66

Ismail, A., 2010. Refleksi Pola Kerukunan Umat Beragama (Fenomena Keagamaan di Jawa Tengah, Bali, dan Kalimantan Barat). Analisa XVII, 175–186.

Jain, A.K., 2010. Data clustering: 50 years beyond K-means. Pattern Recognit. Lett. 31, 651–666. https://doi.org/10.1016/j.patrec.2009.09.011

Jiang, H., Yi, S., Li, J., Yang, F., Hu, X., 2010. Ant clustering algorithm with K-harmonic means clustering. Expert Syst. Appl. 37, 8679–8684. https://doi.org/10.1016/j.eswa.2010.06.061

Kusnandar, V.B., 2021. Jumlah Penduduk DKI Jakarta Menurut Agama/Kepercayaan (Juni 2021).

Lloyd, S.P., 1982. Least Squares Quantization in PCM. IEEE Trans. Inf. Theory I, 129–137.

Macqueen, J., 1967. Some Methods for Classification and Analysis of Multivariate Observation. Proc. 5th Berkeley Symp. Math. Stat. Probab. 233, 281–297.

Mubit, R., 2016. Peran Agama Dalam Multikulturalisme Masyarakat Indonesia. Epistemé J. Pengemb. Ilmu Keislam. 11, 163–184. https://doi.org/10.21274/epis.2016.11.1.163-184

Nanda, S.J., Panda, G., 2014. A survey on nature inspired metaheuristic algorithms for partitional clustering. Swarm Evol. Comput. https://doi.org/10.1016/j.swevo.2013.11.003

Nuriyanto, L.K., 2018. Modal Sosial Dalam Membingkai Kerukunan Umat Beragama Di Surakarta. Al-Qalam 24, 271.

Pimentel, B.A., de Souza, R.M.C.R., 2013. A multivariate fuzzy c-means method. Appl. Soft Comput. 13, 1592–1607. https://doi.org/10.1016/j.asoc.2012.12.024

Prayitno, H.J., Markhamah, Nasucha, Y., Huda, M., Ratih, K., Ubaidullah, Rohmadi, M., Boeriswati, E., Thambu, N., 2022. Prophetic educational values in the Indonesian language textbook: pillars of positive politeness and character education. Heliyon 8, e10016. https://doi.org/10.1016/j.heliyon.2022.e10016

Priyantaka, A., Suharno, 2020. Upaya Memelihara Kerukunan Umat Beragama Melalui Program Kerja Forum Kerukunan Umat Beragama (FKUB) Kota Yogyakarta. J. Pendidik. Kewaraganegaraan dan Huk. 9, 25–37.

Rachmadhani, A., 2018. Dimensi Etnik Dalam Kerukunan Umat Beragama Di Kota Pontianak Provinsi. J. Penelit. Agama dan Masy. 2, 1–21.

Rambe, T., 2017. Implementasi Pemikiran A. Mukti Ali terhadap Problem Hubungan Antar Umat Beragama di Indonesia. J. Anal. Islam. 6, 104–116.

Rizal, D.A., Kharis, A., 2022. Kerukunan Dan Toleransi Antar Umat Beragama Dalam Mewujudkankesejahteraan Sosial. Komunitas J. Pengemb. Masy. Islam 13, 34–52.

Safithri, A., Kawakib, Shiddiqi, H.A., 2022. Implementasi Nilai-Nilai Moderasi dan Toleransi Antar Umat Beragama dalam Menciptakan Kerukunan Masyarakat di Kota Pontianak Kalimantan Barat. Al Fuadiy 4, 13–26.

Shahbaba, M., Beheshti, S., 2014. MACE-means clustering. Signal Processing 105, 216–225. https://doi.org/10.1016/j.sigpro.2014.05.036

Sinulingga, R., 2014. Fundamentalisme Agama dengan Kajian Biblis tentang Kerukunan Risnawaty Sinulingga. J. Amanat Agung 10, 227–246.

Sulaiman, Fikri, Z., Busyairi, A., 2021. Toleransi Antar Ummat Beragama Di Kabupaten Lombok Timur Tahun 2020. J. Edukasi dan Sains 3, 38–50.

Tohri, A., Rasyad, A., Sulaiman, S., Rosyidah, U., 2021. Indeks Toleransi Antarumat Beragama Di Kabupaten Lombok Timur. J. Ilmu Sos. dan Hum. 10, 563. https://doi.org/10.23887/jish-undiksha.v10i3.38822

Wu, J., 2012. K-means Based Consensus Clustering, Advances in K-means Clustering: A Data Mining Thinking, Springer Theses. Springer Berlin Heidelberg, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-29807-3

Xu, Q., Ding, C., Liu, J., Luo, B., 2015. PCA-guided search for K -means ✩. Pattern Recognit. Lett. 54, 50–55. https://doi.org/10.1016/j.patrec.2014.11.017

Yi, B., Yang, F., Qiao, H., Xu, C., 2010. An improved initialization center algorithm for K-means clustering, in: 2010 International Conference on Computational Intelligence and Software Engineering, CiSE 2010. https://doi.org/10.1109/CISE.2010.5676975

Yunus, M., Ngimadudin, Arikarani, Y., Umar, I., 2019. Indeks Kerukunan Umat Beragama Lubuklinggau Tahun 2019. Khabar (Jurnal Komun. Penyiaran Islam. 1.

Zhang, C., Ouyang, D., Ning, J., 2010. An artificial bee colony approach for clustering. Expert Syst. Appl. 37, 4761–4767.

https://doi.org/10.1016/j.eswa.2009.11.003

Zulkefli, M.I.I., Endut, M.N.A.-A., Abdullah, M.R.T.L., Baharuddin, A., 2018. Towards ensuring inter-religious harmony in a multi-religious society of Perak. SHS Web Conf. 53, 04006. https://doi.org/10.1051/shsconf/20185304006

Zuo’an, W., 2013. Religious Harmony: A Fresh Concept in the Age of Globalization. Procedia - Soc. Behav. Sci. 77, 210–213. https://doi.org/10.1016/j.sbspro.2013.03.080


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DOI: https://doi.org/10.26714/jichi.v4i1.11715

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