Diabetic family history in young Japanese persons with normal glucose tolerance associates with k-means clustering of glucose response to oral glucose load, insulinogenic index and Matsuda index

Murai, Norimitsu; Saito, Naoko; Nii, Sayuri; Nishikawa, Yuto; Suzuki, Asami; Kodama, Eriko; Iida, Takatoshi; Mikura, Kentaro; Imai, Hideyuki; Hashizume, Mai; Kigawa, Yasuyoshi; Tadokoro, Rie; Sugisawa, Chiho; Endo, Kei; Iizaka, Toru; Otsuka, Fumiko; Ishibashi, Shun; Nagasaka, Shoichiro

doi:10.1016/j.metop.2022.100196

Cited by 2 publications

(2 citation statements)

References 47 publications

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“…This algorithm can accept data without any category labels. K-Means Clustering Algorithm is also a non-hierarchy method (Murai et al, 2022). Algorithm clustering method is to classify some data into groups that have the same characteristics (Ardani et al, 2022).…”

Section: Methodsmentioning

confidence: 99%

Indonesia’s Regional Food Security in Light of the Impending Global Food Crisis

Anwar

2022

trikonomika

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Multiple disruptions in health sectors and geopolitics has been alarming food security worldwide. This study provides insights by assessing the determinants of food security in Indonesia and creating a map of the country's most food insecure areas as a basis of developing anticipating strategies. This study is quantitative in nature using secondary data from the Statistics Indonesia. To estimate the model, we used Non-Parametric Splines Regression and Clustering Analysis. The results show that food security in Indonesia is greatly impacted by rice production, population density, purchasing power index, food expenditures, and harvested area. Additionally, most of the provinces in Indonesia has a medium to high food security level. The results showed the need for integrating Indonesian food chain policies such as land, water, and fertilizer availability. In addition, the Indonesian Bureau of Logistics must take measures to preserve the availability and distribution of staple foods.

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Section: Methodsmentioning

confidence: 99%

Indonesia’s Regional Food Security in Light of the Impending Global Food Crisis

Anwar

2022

trikonomika

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“…Selanjunya, penelitian yang dilakukan Murai dan tim, penelitian ini diperoleh melalui kuesioner dengan hasil 3 cluster yaitu proporsi laki-laki, bmi, dan tekanan darah serta kadar lipid meningkat dari cluster 1 (dengan toleransi glukosa yang baik) hingga cluster 3 (dengan toleransi glukosa yang buruk) (Murai et al, 2022). Penelitian Ilbeigipour dan tim juga menggunakan data yang diperoleh dari kuesioner, wawancara, dan rekam medis pasien yang menghasilkan 2 cluster yaitu pasien yang meninggal karena infeksi umumnya memiliki usia rata-rata lebih tinggi dan lebih banyak dirawat di bangsal khusus (ICU) daripada bangsal biasa, pasien covid-19 yang sembuh, memiliki usia rata-rata yang relatif lebih rendah dan hari rawat inap yang lebih sedikit (Ilbeigipour et al, 2022).…”

Section: Pendahuluanunclassified

Implementasi K-Means pada Klasterisasi Jenis Disabilitas

Dwiana,

Utami,

Hamid

et al. 2023

JMathCoS

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Penyandang disabilitas memerlukan bantuan dari pihak yang berwenang guna mendukung aktivitas para penyandang disabilitas. Jenis disabilitas antara lain cacat tubuh, tuna netra, tuna wicara dan gangguan mental. Penelitian ini bertujuan untuk mengklasterkan disabilitas per kecamatan di Kabupaten Sidoarjo menurut jenis disabilitas menggunakan metode K-Means. Data yang digunakan adalah data jumlah disabilitas bulan Januari sampai Agustus tahun 2022. Analisis klaster ini menghasilkan empat klaster optimal dengan nilai silhouette coefficient tertinggi yaitu 0,33. Hasil analisis penelitian ini terbentuk 4 klaster pada klaster pertama yaitu 4 kecamatan dengan jumlah disabilitas sangat tinggi, klaster kedua yaitu 4 kecamatan dengan jumlah disabilitas tinggi, klaster ketiga hanya 1 kecamatan dengan jumlah disabilitas sedang, klaster keempat yaitu 5 kecamatan dengan jumlah disabilitas rendah.Kata Kunci: Disabilitas, Analisis Klaster, Metode K-Means, Silhoutte Coefficient.

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Diabetic family history in young Japanese persons with normal glucose tolerance associates with k-means clustering of glucose response to oral glucose load, insulinogenic index and Matsuda index

Cited by 2 publications

References 47 publications

Indonesia’s Regional Food Security in Light of the Impending Global Food Crisis

Indonesia’s Regional Food Security in Light of the Impending Global Food Crisis

Implementasi K-Means pada Klasterisasi Jenis Disabilitas

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