Judul: Factors that Relating to the Female Reproductive Period of 2010 in the Pesawaran District Lampung Province
Abstrak: Female reproduction can only take place within a limited span starting from menarche and ended at menopause. Menarche was the first menstruation experienced by a woman, while menopause is the cessation of menstruation. Pesawaran district of Lampung Province as a rural environment was chosen to complement the scarce female reproductive period data in Indonesia. This study used longitudinal method and data was collected from interview. The data was processed using the Probit GLM (Generalized Linear Models) in R program. The result showed that menopausal age was 49.08 years, menarche age was 14.55 years (in 1976), and reproductive period was 34.53 years. Women who use hormonal contraception get faster menopause (48.59 years) than those using nonhormonal contraception (49.08 years). Reproductive period of woman is not related by their reproductive history, nutritional status, and socioeconomic level. Age of menarche in 2010 (13.61 years) has an acceleration 0.94 years compared to the age of menarche in 1976 (14.55 years)
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Judul: Jangka Reproduksi Wanita Suku Baduy, Kabupaten Lebak, Provinsi Banten
Abstrak: Humans grow and develop into a child, adolescent, adult, and aging. Condition who switch from the children phase to teen or young adult phase is called puberty. First menstruation (menarche) in women marking the occurrence of puberty. The women reproductive phase begin with menarche and end at the time of menopause. Menopause is a condition which there is no ovulation and the menstrual cycle. The lead time from puberty until menopause is called the reproductive period of women. Knowing the reproductive period of women is very close with to the nature of women to become pregnant. Baduy tribe was chosen as the comparative with previous studies. Due to, they live outside of alienating themselves from society, the marriage happens his fellow man, not getting an education, and still maintain customs. This study used longitudinal method, the status quo method, and memory method. Data was collected from interviews. The data was processed using the Probit GLM (Generalized Linear Models) in R program. The result showed that menopausal age was 48.64 years, menarche age was 14.97 years (year 1976). The reproductive period was limited by the age of menarche and menopause obtained for 33.67 years.
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Judul: Quantum Convolutional Neural Network (QCNN) for Classification Brain Tumor MRI Image
Abstrak: Penelitian ini bertujuan untuk mengembangkan model deteksi tumor otak menggunakan citra MRI dengan metode Quantum Convolutional Neural Network. Data yang digunakan adalah citra MRI otak yang terdiri dari citra tumor otak glioma, meningioma, hipofisis, dan negatif tumor yang dibagi kedalam data latih dan uji dengan rasio 80:20. Selanjutnya data latih dilakukan penyeimbangan dengan teknik oversampling. Dilakukan pengembangan model untuk mendeteksi tumor otak (biner), dan juga model untuk mengklasifikasikan jenis tumor otak (multiclass). Parameter yang digunakan dalam pengembangan model adalah jumlah ukuran filer = 2 dan kedalaman = 4, dengan qubit 4, dan dilatih dengan jumlah epoch sebanyak 10. Data akan diproses dengan metode Quantum Convolutional Neural Network yang terdiri dari lapisan quantum convolution, lapisan flatten, dan lapisan dense. Model multiclass mendapatkan akurasi 52%, setelah data latih diseimbangkan akurasi model meningkat menjadi 62%, sedangkan model biner mendapatkan akurasi 88%, setelah data latih diseimbangkan akurasi model meningkat menjadi 89%.
Keyword: Citra MRI, Klasifikasi Citra, QCNN, Tumor Otak