Judul: Perilaku Ekonomi Petani Garam dalam Kerangka Industrialisasi Kelautan
Abstrak: One of critical issues of traditional salt is low quality according to Indonesia National Standar. Economic behavior of salt farmers haven't been able to produce salt in accordance with industry needs. The industrialization of marine is expected to encourage industrial development efforts of salt. The purpose of this research is to analyze the relationship between the individual characteristics with economic behavior of salt producers, to analyze the relationship between intervention from outside with economic behavior of salt producers, to analyze the relationship characteritics salt produvtion with economic behavior of salt producers. The study results showed a significant relationship between behavioral economics to the characteristics of the individual. There are also significant relationships between economic behavior with both the intervention variables outside parties. The characteristics of business also has a significant relationship with behavioral economics
Keyword: industrialization, economic behavior, salt

Judul: Perilaku Ekonomi Nelayan Rajungan dalam Kerangka Industrialisasi Perikanan
Abstrak: This research is aimed to analyze the economic behavior of rajungan fisher in fisheries industrialization and to examine the relationship between individual characteristics of respondents, fisher’s business and external’s intervention to fisher’s economic behavior. The research used the quantitative method supported by the qualitative method. Overall, the economic behavior of fishers was poor, indicated by their low awareness to rajungan’s quality, traditional technology, high consumption, and ineffective allocation of labor. The result of variable test shows that few variables have a correlation with economic behavior. There is a negative correlation between age and consumption behavior. This means that the lower age of rajungan fishers, the higher consumption behavior. The positive correlation is shown by level of income with allocation of labor, which means that the higher income of rajungan fishers, the higher allocation of labor. The positive correlation is shown by level of knowledge with orientation of quality, which means that the higher knowledge of rajungan fishers, the higher orientation of quality. The correlation between fisher’s business characteristics and external’s intervention is significantly high.
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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