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IMPLEMENTASI DATA MINING DALAM PENENTUAN TINGKAT KEMISKINAN MENGGUNAKAN FUZZY C-MEANS Kahar, Nurrahmah Fitirani; Hadjaratie, Lillyan; Suhada, Sitti; Padiku, Indhitya R
Jambura Journal of Informatics VOLUME 1 NOMOR 1, APRIL 2019
Publisher : Universitas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (578.489 KB)

Abstract

Kemiskinan merupakan salah satu persoalan yang menjadi perhatian utama pemerintah daerah, termasuk di Kabupaten Bone Bolango, Provinsi Gorontalo, Indonesia. Berbagai program dan bantuan untuk mensejahterakan masyarakat telah dilaksanakan oleh pemerintah daerah namun dinilai belum efektif, karena adanya kekeliruan yang disebabkan oleh ketidaksesuaian dalam penentuan kategori rumah tangga miskin pada saat pendataan. Tujuan penelitian ini adalah menerapkan algoritma Fuzzy C-Means dalam menentukan kategori rumah tangga miskin. Metode yang digunakan dalam penelitian ini adalah Metode Eksperimen dengan menggunakan tahapan umum dari proses Data Mining dengan Algoritma Clustering Fuzzy C-Means. Penelitian ini menghasilkan sebuah sistem yang dapat mendata rumah tangga miskin dan kemudian mengelompokannya ke dalam (3) jenis kategori yaitu miskin, hampir miskin, dan sangat miskin dengan model perhitungan yang lebih akurat. Kesimpulan yang diperoleh bahwa sistem yang dibuat telah behasil mengklaster 100 (seratus) data sampel rumah tangga miskin di Kabupaten Bone Bolango ke dalam tiga kategori kemiskinan, dengan persentase setiap kategori adalah 50% sangat miskin, 34% hampir miskin, dan 16% sangat miskin.
Sistem Pendukung Keputusan Untuk Mengevaluasi Internal Program Studi Padiku, Indhitya Rahman; Widodo, Achmad
JSINBIS (Jurnal Sistem Informasi Bisnis) Vol 5, No 1 (2015): Volume 5 Nomor 1 Tahun 2015
Publisher : Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (641.36 KB) | DOI: 10.21456/vol5iss1pp40-46

Abstract

The development of major and study program cannot be separated by some internal factors weather directly influenced number of new registration students or indirectly. It needs a method to both know and to analyze internal evaluation variables in major or study program. Naive Bayes Clasifier (NBC) method is the simple form of Bayesian network that assume all features are independent each other. NBC shows us a great performance entirely in accuracy and error level classification. NBC is able to differentiate irrelevance attribute and also classified some attributes in prediction needs. This research hopefully can be useful for major internal evaluating and study program in order to increase the number of new registration students. The classification by influenced of variables to evaluate the condition of both major and study program for the new registration students.
Pelatihan Dan Manajemen Potensi Desa Menggunakan Sistem Informasi Desa dan Mini E-Commerce Sebagai Upaya Peningkatan Ekonomi Masyarakat di Desa Motihelumo Setiawan, Edi; Zakaria, Alfian; Padiku, Indhitya R.
Jurnal Sibermas (Sinergi Pemberdayaan Masyarakat) Vol 8, No 1 (2019): Jurnal Sbermas (Sinergi Bersama Masyarakat)
Publisher : Univeristas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/sibermas.v8i1.7668

Abstract

The goal to be achieved in this Maritime Thematic KKN activity is the creation of an independent village that is able to manage and map every potential that exists in the village by utilizing information technology, as well as creating wider space for business actors with mini e-commerce to promote business / potential owned for the sake of improving the economy of rural communities in general. With specific targets, namely (1) developing and implementing technology that is directly useful in the community, (2) realizing business management and marketing potential in the village by utilizing mini e -commerce. This Maritime Thematic KKN activity method is a workshop method in the form of training and mentoring to the community through intensive training on the use of village information systems with mini e-commerce so that all targets and outputs are expected through the implementation of this Maritime Thematic KKN activity. increase the economic potential of the community.
Sosialisasi Dan Pelatihan Sistem Informasi Pemasaran Digital Umkm Desa Olele Kecamatan Kabila Bone Padiku, Indhitya R; Abdilah, Tajjudin; Hadjaratie, Lilyan; Dai, Roviana H; Lahinta, Agus; Yusuf, Rampi; Yassin, Rocmat Mohammad Thohir; Zakaria, Alfian; Dangkua, Eka Vickraien; Muthia, Muthia; Ahaliki, Budiyanto; Polin, Muchlis; Pakaya, Nikmasari; Takdir, Rahman
Jurnal Sibermas (Sinergi Pemberdayaan Masyarakat) Vol 10, No 2 (2021): Jurnal Sbermas (Sinergi Bersama Masyarakat)
Publisher : Univeristas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/sibermas.v10i2.8314

Abstract

Olele Village is one of the villages in Kabila Bone District, Bone Bolango Regency which has various potentials, especially marine tourism potential and other goods. However, if assessed in terms of the use of information technology, these potentials would need be better managed by utilizing information technology for digital publications or marketing. This community service activity aims to facilitate the community and village government in managing and promoting the potential and marketing of natural resources or human resources in Olele Village. In addition, this activity also aims to facilitate village officials in managing population administration through the implementation of a village information system. The method used in this activity is socialization and training for village officials and the community. The community service activities were conducted successfully and well appreciated by the village government and the community.
Penerapan Metode Naive Bayes Classifier (Nbc) Untuk Klasifikasi Kondisi Internal Program Studi Indhitya Padiku
Jurnal Teknik Vol 19 No 1 (2021): Jurnal Teknik
Publisher : Universitas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37031/jt.v19i1.118

Abstract

The low interest of prospective students in study programs at universities could be influenced by internal factors within the study program. These factors become the main variables in assessing the condition of the study program. For this reason, it is necessary to classify the internal conditions of the study program. A good method is needed in terms of accuracy and minimal misclassification to obtain the final classification results of the assessment. The purpose of this research is to classify the internal conditions of the study program. Classification of the internal conditions of the study program was carried out using the Naive Bayes Classifier (NBC) method which is a simple form of Bayesian Network with the assumption that all features are independent of each other. The NBC method shows an overall superior performance in terms of accuracy and misclassification rate. The NBC method can be used to determine the internal conditions of the study program, which could help identify factors that need to be addressed to increase the interest of prospective students enrolling in the study program.
Implementasi Data Mining Dalam Penentuan Tingkat Kemiskinan Menggunakan Fuzzy C-Means Nurrahmah Fitirani Kahar; Lillyan Hadjaratie; Sitti Suhada; Indhitya R Padiku
Jambura Journal of Informatics VOL 1, NO 1: APRIL 2019
Publisher : Universitas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (578.489 KB) | DOI: 10.37905/jji.v1i1.2332

Abstract

Kemiskinan merupakan salah satu persoalan yang menjadi perhatian utama pemerintah daerah, termasuk di Kabupaten Bone Bolango, Provinsi Gorontalo, Indonesia. Berbagai program dan bantuan untuk mensejahterakan masyarakat telah dilaksanakan oleh pemerintah daerah namun dinilai belum efektif, karena adanya kekeliruan yang disebabkan oleh ketidaksesuaian dalam penentuan kategori rumah tangga miskin pada saat pendataan. Tujuan penelitian ini adalah menerapkan algoritma Fuzzy C-Means dalam menentukan kategori rumah tangga miskin. Metode yang digunakan dalam penelitian ini adalah Metode Eksperimen dengan menggunakan tahapan umum dari proses Data Mining dengan Algoritma Clustering Fuzzy C-Means. Penelitian ini menghasilkan sebuah sistem yang dapat mendata rumah tangga miskin dan kemudian mengelompokannya ke dalam (3) jenis kategori yaitu miskin, hampir miskin, dan sangat miskin dengan model perhitungan yang lebih akurat. Kesimpulan yang diperoleh bahwa sistem yang dibuat telah behasil mengklaster 100 (seratus) data sampel rumah tangga miskin di Kabupaten Bone Bolango ke dalam tiga kategori kemiskinan, dengan persentase setiap kategori adalah 50% sangat miskin, 34% hampir miskin, dan 16% sangat miskin. Poverty has become one of the major issues concerned by the government in Bone Bolango Regency, Gorontalo Province, Indonesia. Various programs and assistance for the welfare of the community have been implemented, yet they are considered ineffective due to some mistakes in specifying the category of poor households during the data collection process. The objective of this present study is to apply the Fuzzy C-Means algorithm in determining the category of poor households. Further, it employed the Experimental Method by going through general stages of the Data Mining process with the Fuzzy C-Means Clustering algorithm. This study produces a system that is able to record poor households, which then groups them into three categories, including poor (50%), almost poor (34%), and very poor (16%) with a more accurate calculation model. In brief, the produced system has successfully clustered 100 sample data of poor households in the site area into three poverty categories with the percentage of each category mentioned above.
Pendampingan Masyarakat Melalui Penggunaan Sistem Informasi Bantuan Sosial (Sibasos) Untuk Ekonomi Tumbuh Merata Di Kecamatan Bilato Kabupaten Gorontalo Indhitya R Padiku; Moh Hidayat Koniyo; Agus Lahinta
Jurnal Sibermas (Sinergi Pemberdayaan Masyarakat) Vol 11, No 1 (2022): Jurnal Sibermas (Sinergi Bersama Masyarakat)
Publisher : Univeristas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/sibermas.v11i1.12062

Abstract

KKN tematik desa membangun dilaksanakan, dimana permasalahan di Desa ini adalah masih rendahnya peran serta masyarakat dan kelembagaan desa dalam kegiatan perencanaan, pelaksanaan, dan pengendalian pembangunan desa serta pelestarian hasil-hasil pembangunan. Dengan adanya pendampingan masyarakat melalui penggunaan Sistem Bantuan Sosial (SIBASOS) maka dalam pengawasan dan pembangunan masyarakat desa dapat lebih berpartisipasi dalam mewujudkan desa yang ekonomi tumbuh merata dan mampu berperan aktif dalam pembangunan desa. Saat ini penanggung jawab untuk pengklasifikasian bantuan sosial masih memiliki banyak kendala seperti pendataan yang masih menggunakan sistem manual. Hal tersebut membuat klsifikasi bantuan mengalami kendala. Untuk mengatasi permasalahan tersebut dibutuhkan sistem yang dapat mengklasifikasikan penerima bantuan secara otomatis. Dengan adanya SIBASOS maka perlu adanya pendampingan untuk penggunaan aplikasi tersebut.
Sosialisasi Dan Pelatihan Sistem Informasi Potensi Wisata Pada Desa Botutonuo Muchlis Polin; Manda Rohandi; Mohammad Hidayat Koniyo; Arip Mulyanto; Dian Novian; Salahudin Olii; Moh. Ramdhan Arif Kaluku; Hilmansyah Gani; Nikmasari Pakaya; Abas Kaluku; Rahman Takdir; Indhitya R. Padiku; Edi Setiawan; Alfian Zakaria
Jurnal Sibermas (Sinergi Pemberdayaan Masyarakat) Vol 10, No 2 (2021): Jurnal Sbermas (Sinergi Bersama Masyarakat)
Publisher : Univeristas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/sibermas.v10i2.8306

Abstract

Desa Botutonuo adalah salah satu desa di Kecamatan Kabila Bone Kabupaten Bone Bolango yang memiliki berbagai macam potensi terutama potensi wisata bahari. Namun demikian, jika dinilai dari segi pemanfaatan teknologi informasi, maka potensi ini masih perlu dikelola lebih baik lagi dengan cara memanfaatkan teknologi informasi untuk melakukan publikasi ataupun promosi pariwisata yang ada. Kegiatan pengabdian ini bertujuan untuk memudahkan masyarakat dan pemerintah dalam mengelola dan mempromosikan potensi Desa Botutonuo terutama dalam sektor pariwisata. Selain itu, kegiatan ini juga bertujuan untuk memudahkan aparat desa dalam mengelola administrasi kependudukan melalui implementasi sistem informasi desa. Metode yang digunakan dalam kegiatan ini adalah pendampingan bagi aparat desa maupun masyarakat. Kegiatan pengabdian berlangsung dengan sukses dan mendapatkan apresiasi yang sangat baik dari pemerintah desa dan masyarakat.
Penerapan Clustering K-Means Untuk Mendukung Pengelolaan Koleksi Pada Perpustakaan Fakultas Teknik Universitas Negeri Gorontalo Indhitya Padiku; Agus Lahinta
Jurnal Teknik Vol 20 No 1 (2022): Jurnal Teknik
Publisher : Universitas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37031/jt.v20i1.206

Abstract

One of the facility units that acts as a supporter of student learning in a university is the library. The library is a place where there are various collections of libraries that can enrich the knowledge of visitors. Thus, the management of additional collections is important in supporting this. Currently, the addition of book collections in the UNG Engineering Faculty Library is only based on references from statistical data on best-selling books, lecturer recommendations and the latest books without considering which collections are of interest to students. This can have a negative impact if there are additional collections in categories or types of books that are less desirable to read which can cause problems from the service side and financial losses of the library. Moving on from this problem, the K-Means clustering method will be applied to classify the reading interest of library visitors in this case are students. The supporting variables that will be used in the grouping will be divided according to the origin of the student majors by category of books, stock, number of books borrowed and number of books read. This grouping is expected to be a recommendation for library managers in managing the addition of book collections in the UNG Faculty of Engineering library.
INOVASI PENGEMBANGAN LIMBAH JAGUNG BERBASIS NILAI EKONOMI MASYARAKAT Agustinus Moonti; Indhitya R. Padiku; Echan Adam
JMM (Jurnal Masyarakat Mandiri) Vol 6, No 4 (2022): Agustus
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (390.69 KB) | DOI: 10.31764/jmm.v6i4.9348

Abstract

Abstrak: Inovasi pengembangan limbah jagung berbasis nilai ekonomi masyarakat di Kabupaten Buol Sulawesi Tengah bertujuan untuk pengembangan dan penerapan teknologi yang berguna secara langsung di masyarakat serta dalam upaya untuk mengembangkan potensi pertanian yang menyasar pada aspek limbah jagung agar menghasilkan nilai ekonomi masyarakat. Metode pelaksanaan menggunakan metode penyuluhan, pelatihan dan pendampingan masyarakat. Adapun produk yang dihasilkan yaitu briket berbahan dasar tongkol jagung dan produk kerajinan berupa lampu hias. Dalam kegiatan pelatihan pembuatan briket Tongkol Jagung, komponen aspek pengetahuan peserta tergolong belum melampaui target, dimana hanya 89.2% peserta mampu memahami materi, aspek kemampuan peserta dalam membuat briket secara mandiri tergolong melampaui target, sedangkan pada aspek sikap masyarakat yang berminat mengaplikasikan untuk kebutuhan rumah tangga maupun untuk tujuan usaha belum memenuhi target. Sementara itu, pada kegiatan pembuatan produk kerajinan dari Tongkol Jagung, aspek pengetahuan peserta tergolong belum melampaui target, dimana hanya 83.3% peserta mampu memahami materi. Aspek kemampuan peserta tergolong melampaui target, sedangkan pada aspek sikap masyarakat yang berminat mengaplikasikan untuk kebutuhan hiasan rumah maupun untuk tujuan usaha belum memenuhi target.Abstract: Corn waste development innovation based on community economic value in Buol Regency, Central Sulawesi, aims to develop and apply technology that is directly beneficial to the community as well as in an effort to develop agricultural potential with the target of corn waste aspects in order to generate economic value for the community. We uses counseling, training, and community assistance methods. The products produced are briquettes made from corn cobs and handicraft products in the form of decorative lights. In the training activity for making corn cobs briquettes, the knowledge aspect of the participants did not exceed the target, where only 89.2% of the participants were able to understand the material, the aspect of the ability of the participants to make briquettes independently was classified as exceeding the target, while in the attitude aspect of the people who were interested in applying it for household needs. nor for business purposes have not met the target. Meanwhile, in the activity of making handicraft products from corn cobs, the knowledge aspect of the participants did not exceed the target, where only 83.3% of participants were able to understand the material. The ability aspect of the participants is classified as exceeding the target, while the attitude aspect of the community who is interested in applying it for home decoration needs or for business purposes has not met the target.