Judul: Influence of Women Economic Contribution and Role of Gender toward Family Welfare (Case at Ampek Angkek District, Agam Regency, West Sumatera)
Abstrak: The objective of this study was to analyze woman economic contribution and role of gender, also its influence towards family welfare. This cross sectional study was conducted at Ampek Angkek District, Agam Regency, West Sumatra, involved 100 women who had productive activities (formal or informal) that chosen purposively. This study revealed that woman economic contributied correlation with total family income was statistically significant, and sample’s subjective family well-being was high. Based on regression test, variables that influenced subjective family well-being were: asset ownership and total family income. Total family income had positive influence toward economic contribution of woman while husband education level and number of family had negative influence on it. Factors influenced the role of gender on decision making were asset ownership, contribution economic of women (positive influence), and wife’s age and education level (negative influence).
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Judul: Peran Gender, Kontribusi Ekonomi Perempuan dan Kesejahteraan Keluarga Petani Hortikultura (Kasus di Dusun Padajaya, Desa Sindangjaya, Kecamatan Cipanas, Kabupaten Cianjur)
Abstrak: This study aimed to analyze the role of gender, women's economic contribution and wellbeing of the family farmer horticulture that involving 30 families purposively with the criteria as a vegetable farmer husband and wife worked as a cut flower crop farmers. The data was collected through interviews by using questionnaires. Gender roles consist of domestic and public activities that include farm financial management. Economic contribution was measured by the proportion of women and family income. In addition subjective well-being was measured by the satisfaction of sample. Morever, data was analyzed descriptively and inferentially using Pearson correlation. The results showed an average of women's economic contribution of 11,3 percent. Gender roles in domestic and public activities were categorized as moderate and gender roles in farm financial management are in high category. Subjective well-being of the family generally grouped as moderate. Women's economic contribution significantly positively related to objective and subjective well-being.
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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