The purpose of this research is to see how much open unemployment rate according to the highest education completed in the country of Indonesia for subsequent years through predictions used on the basis of existing data, which later as input for the government so that the government can make better policies to suppress the unemployment rate. This research uses artificial neural network application using a combination of Levenberg-Marquardt Algorithm with bipolar sigmoid function. Open unemployment data according to the highest education is sourced from the National Labor Force Survey of the Republic of Indonesia, 2013-2017 in each semester. The data processing consists of two stages where the first phase of pattern recognition and the second stage is predicted. Pattern recognition and prediction use different data from the same process that uses data training and data testing. Data Training year 2013-2015 with a target of 2016, while data testing year 2014-2016 with the target year 2017. Architectural model used there are five, among others 6-2-5-2, 6-5-6-2, 6- 5-8-2, 6-5-10-2 and 6-8-12-2. From the 5 models, it can be concluded that the best model is 6-5-10-2 with the epoch of 13 iterations, MSE in February 0.0109696004, MSE in August 0.0233797200. While the accuracy rate in February and August is the same, that is equal to 88%.
Pada saat sekarang ini, kemajuan teknologi dibidang ilmu komputer dan telekomunikasi sangatlah berkembang dan maju dengan pesat. Pengamanan data merupakan hal yang sangat penting untuk menjaga isi data yang penting dari pihak-pihak yang dapat merugikan dengan cara merusak data-data penting dari pemilik data. Dengan meningkatkan keamanan data menggunakan kombinasi algoritma, dapat menjaga keamanan data lebih terjamin dari serangan-serangan yang dapat membahayakan isi dari data yang tersimpan, terutama data dalam bentuk berkas dokumen dan pesan teks. Kombinasi algoritma yang digunakan untuk pengamanan data yang digunakan yaitu algoritma caesar cipher dan algoritma RSA. Jadi dengan menggunakan kombinasi algotitma caesar cipher dan algoritma RSA, tingkat pengamanan file dokumen dan pesan teks bisa lebih terjaga keaslian datanya.
Abstrak - PENDAHULUANPerguruan tinggi berkewajiban menyelenggarakan pendidikan, penelitian dan pengabdian kepada masyarakat. Salah satu unsur dalam penyelenggaraan pendidikan tinggi adalah dosen. Dosen merupakan tenaga akademik yang bertugas merencanakan dan melaksanakan proses pembelajaran, menilai hasil pembelajaran, melakukan pembimbingan dan pelatihan, serta melakukan penelitian serta pengabdian kepada masyarakat. Berdasarkan Undang-undang Republik Indonesia No. 14 tahun 2005 tentang Guru dan Dosen, Pasal 51 Ayat (1) Butir b, bahwa dosen berhak mendapatkan promosi dan penghargaan sesuai dengan kinerja akademiknya [1].Sistem penghargaan terkait dengan aspirasi dan motivasi di kalangan dosen ini diharapkan menjadi salah satu cara dalam pengembangan manajemen akademik di AMIK & STIKOM Tunas Bangsa Pematangsiantar. Selain itu sistem penghargaan merupakan salah satu unsur penting dan memiliki peran dalam menumbuh kembangkan suasana akademik. Sistem
Mining age and technology have led to the emergence of an innovation that can help facilitate human activities, especially for parents in controlling and looking after babies. By implementing a sound monitoring system in the baby room based on the Arduino Atmega 328 microcontroller which functions to detect noise. Data from the voice sensor is processed by Arduino via a pin. So Arduino will give instructions to Buzzer to send alarm notifications
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