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All Journal Jurnal Ilmu Komputer dan Agri-Informatika Indonesian Journal of Community Empowerment
Wildan Rahman
Institut Pertanian Bogor
Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Decision Sciences, Operations Research & Management Languange, Linguistic, Communication & Media Social Sciences Other

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Pengukuran Kinerja Spam Filter Menggunakan Grahams Naïve Bayes Classifier Adisantoso, Julio; Rahman, Wildan
Jurnal Ilmu Komputer dan Agri-Informatika Vol 2, No 1 (2013)
Publisher : Departemen Ilmu Komputer IPB

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (192.007 KB)

Abstract

Email spam telah menjadi masalah utama bagi pengguna dan penyedia jasa Internet. Pendekatan heuristic telah dilakukan untuk menyaring spam seperti black-listing atau rule-based filtering, namun hasilnya kurang memuaskan sehingga pendekatan berbasis konten (content-based filtering) menggunakan pengklasifikasi naïve Bayes lebih banyak digunakan saat ini. Penelitian ini bertujuan membandingkan pengklasifikasi naïve Bayes multinomial yang menggunakan atribut boolean dengan versi Graham, dan juga membandingkan kinerja dari dua metode untuk data latih, yaitu train-everything (TEFT) dan train-on-error (TOE). Hasil evaluasi menunjukkan bahwa naïve Bayes multinomial memiliki kinerja lebih baik dibanding versi Graham. Di samping itu, metode data latih menggunakan TEFT dapat meningkatkan akurasi model klasifikasi dibanding metode TOE.Kata kunci: filter spam, naïve Bayes, metode training
The The Stunting Prevention Counseling Through Early Detection and Management of Pregnancy Disorders in Sukahaji Village, Sukawening, Garut Qowiyyah, Atun; Hilman, Irfan; Luthfiyyah, Hasnaa; Urfa, Aghna; Permana, Elpan Gustian; Sarah, Siti; Rizalianti, Nayla Rahmiyya; Humaira, Yasmina Rihada; Afifah, Risa Asvia; Fauziyah, Fahmi; Kartika, Sumi Sulfia; Nuraini, Annisa; Rahman, Wildan; Syahla, Nazwa Alifah; Sofyan, Ananda; Fazri, Shintya Nur; Adiningsih, Sri Astuti; Paridwan, Angga; Januar, Ariel Hasnan; Saefulloh, Ade; Abdulloh, Syehhabudin; Nugraha, Elfa Widiyanto
Indonesian Journal of Community Empowerment (IJCE) Vol 7 No 1 (2026): Indonesian Journal of Community Empowerment (Februari)
Publisher : Fakultas Kewirausahaan Universitas Garut

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35899/ijce.v7i1.1136

Abstract

Stunting remains a major public health issue in Indonesia. In Sukahaji Village, 56 stunted children, 8 infant deaths, and 48 pregnant women at risk were recorded due to inadequate nutrition and maternal health monitoring. This activity aimed to improve the knowledge of pregnant women, prospective mothers, and health cadres regarding nutrition, pregnancy care, and early stunting prevention. Health education was conducted using a participatory approach through lectures, discussions, Q&A sessions, and educational media. Evaluation was carried out using pretest and postest instruments. Participants’ knowledge significantly improved; the “good” category increased frpm 31% to 69%, while the “poor” category decreased from 25% to 6%. Participatory health education effectively improved knowledge and has strategic implications for preventing stunting and reducing infant mortality in Sukahaji Village.
Co-Authors Abdulloh, Syehhabudin Adiningsih, Sri Astuti Afifah, Risa Asvia Atun Qowiyyah Fauziyah, Fahmi Fazri, Shintya Nur Humaira, Yasmina Rihada Irfan Hilman, Irfan Januar, Ariel Hasnan Julio Adisantoso Kartika, Sumi Sulfia Luthfiyyah, Hasnaa Nugraha, Elfa Widiyanto Nuraini, Annisa Paridwan, Angga Permana, Elpan Gustian Rizalianti, Nayla Rahmiyya Saefulloh, Ade Siti Sarah, Siti Sofyan, Ananda Syahla, Nazwa Alifah Urfa, Aghna