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All Journal Mobile and Forensics Jurnal Kesehatan Tambusai
Nurhayati, Fitria
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Computer Science & IT Control & Systems Engineering Dentistry Electrical & Electronics Engineering Health Professions Library & Information Science Medicine & Pharmacology Neuroscience Nursing Public Health

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Naive Bayes for Thesis Labeling Nurhayati, Fitria; Khusna, Arfiani Nur; Saputra, Dimas Chaerul Ekty
Mobile and Forensics Vol 3, No 1 (2021)
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/mf.v3i1.3763

Abstract

The thesis preparation in the Department of Informatics Universitas Ahmad Dahlan is divided into two areas of interest, namely Intelligent Systems and Software and Data Engineering. Existing thesis title data is only used as an archive and has never been processed or classified to determine the trend of thesis topics based on student interest each year. The stages include data collection, the data is divided into two parts (training data and test data), manual labeling of training data, text preprocessing, and classification using Naive Bayes. The results show the trend of thesis title taking from 2013 to 2018 shows the thesis trend in the field of Intelligent Systems and Software. Accuracy testing uses Confusion Matrix and K-Fold Cross Validation with a k value is 10, has a value of 94.60%, precision of 97.30%, and a recall of 85.70%.
Naive Bayes for Thesis Labeling Nurhayati, Fitria; Khusna, Arfiani Nur; Saputra, Dimas Chaerul Ekty
Mobile and Forensics Vol. 3 No. 1 (2021)
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/mf.v3i1.3763

Abstract

The thesis preparation in the Department of Informatics Universitas Ahmad Dahlan is divided into two areas of interest, namely Intelligent Systems and Software and Data Engineering. Existing thesis title data is only used as an archive and has never been processed or classified to determine the trend of thesis topics based on student interest each year. The stages include data collection, the data is divided into two parts (training data and test data), manual labeling of training data, text preprocessing, and classification using Naive Bayes. The results show the trend of thesis title taking from 2013 to 2018 shows the thesis trend in the field of Intelligent Systems and Software. Accuracy testing uses Confusion Matrix and K-Fold Cross Validation with a k value is 10, has a value of 94.60%, a precision of 97.30%, and a recall of 85.70%.
HUBUNGAN ANTARA PENGETAHUAN, PEKERJAAN DAN PENDIDIKAN IBU DENGAN KELENGKAPAN IMUNISASI CAMPAK DI PUSKESMAS X TAHUN 2024 Nurhayati, Fitria; Rindu, Rindu; Kusumastuti, Istiana
Jurnal Kesehatan Tambusai Vol. 5 No. 4 (2024): DESEMBER 2024
Publisher : Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/jkt.v5i4.36272

Abstract

Imunisasi campak merupakan salah satu program prioritas pemerintah dalam rangka menurunkan angka kejadian penyakit menular pada anak. Namun, cakupan imunisasi campak di beberapa wilayah masih belum mencapai target yang ditetapkan. Faktor-faktor seperti pengetahuan ibu, pekerjaan, dan tingkat pendidikan ibu dapat mempengaruhi kelengkapan imunisasi anak. Penelitian ini menggunakan desain penelitian korelasional dengan pendekatan cross sectional. Sampel yang digunakan sebanyak 56 responden di Wilayah Kerja Puskesmas X. Instrumen penelitian ini menggunakan kuesioner yang telah diuji validitas dan reabilitasnya Analisis data menggunakan uji t-test dan uji regresi linier. Hasil penelitian ini menunjukkan sebanyak 34 responden (60.7 %) memiiki imunisasi tidak lengkap, dalam hasil uji statitis menunjukan bahwa ada pengaruh pengetahuan (p=0,000; r=0,804), pekerjaan (p= 0,000; r=0,647), dan pendidikan (p=0,000; r=0,672) terhadap kelengkapan imunisasi campak dimana hubungan antar variabel termasuk pada kategori kuat. Berdasarkan uji regresi linier, diperoleh nilai F hitung > F tabel (31,778 > 3,180), maka terdapat hubungan antara pengetahuan, pekerjaan, dan pendidikan secara bersama-sama terhadap kelengkapan nimunisasi campak. Nilai koefisien (R2) sebesar 0,647 yang berarti pengetahuan, pekerjaan, dan pendidikan secara bersama-sama berpengaruh 64,7% terhadap kelengkapan imunisasi campak. Dan dapat diartikan pula bahwa ada 35,3% % variabel lainnya yang mempengaruhi kelengkapan imunisasi campak yang tidak masuk dalam penelitian ini. Berdasarkan hasil penelitian ini maka diharapkan pihak puskesmas agar dapat meningkatkan tingkat pengetahuan ibu  mengenai imunisasi dengan cara meningkatkan penyuluhan-penyuluhan.
Co-Authors Arfiani Nur Khusna Dimas Chaerul Ekty Saputra Kusumastuti, Istiana Rindu, Rindu