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 Ikan Tuna dalam Kerangka Industrialisasi Perikanan
Abstrak: This study aimed to analyze the economic behavior of tuna fisher in fisheries industrialization. The study also aimed to examine the relationship among characteristics of respondents, fisher’s business, and external’s intervention to fisher’s economic behavior. The research used the quantitative method with qualitative method support. Overall, the economic behavior of fishers in Tambakrejo Village was quite good, such as the ability to maintain quality of the catch, the use of modern technology, the build of social relationship, and ability to employ the family members. In the test between individual characteristic and economic behavior, the most significant relationship is shown by number of family member variable. This means that the more the number of family member in fisher’s family, the economic behavior will be higher. Thus, the most significant relationship between intervention and economic behavior is capital support variable. This means that higher capital support given by external, the economic behavior will be higher. The final showed that the most significant relationship of fisher’s business characteristic is shown by business capital variable. This means that the more number of business capital will make the economic behavior getting higher.
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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