Judul: Deep Neural Network untuk Klasifikasi Formula Jamu Berdasarkan Metabolit
Abstrak: Jamu adalah bahan atau ramuan bahan yang berupa bahan tumbuhan, bahan hewan, bahan mineral, sediaan sarian atau campuran dari bahan tersebut, yang secara turun temurun telah digunakan untuk pengobatan berdasarkan pengalaman. Tumbuhan-tumbuhan tersebut di dalamnya mengandung senyawa atau metabolit. Penelitian ini bertujuan menjelaskan prosedur klasifikasi formula jamu berdasarkan metabolit menggunakan metode Deep Neural Network (DNN). DNN dipilih karena kemampuannya untuk mengekstraksi dan mempelajari fitur secara otomatis, terutama untuk data kompleks dan berdimensi tinggi yang tidak mudah dipahami. Nilai akurasi tertinggi yaitu sebesar 86.57% didapat dari hasil klasifikasi DNN dengan menggunakan tuning trial-error fungsi aktivasi RectifierWithDropout pada dataset yang dilakukan praproses menggunakan SVM dengan kernel RBF. Sedangkan nilai akurasi tertinggi untuk klasifikasi Random Forest sebesar 81.75%.
Keyword: Deep Neural Network, Jamu, Klasifikasi, Metabolit

Judul: Klasifikasi Khasiat Jamu dengan Metode Deep Belief Netwroks.
Abstrak: Ramuan jamu telah diracik dengan keahlian yang bersifat warisan dari generasi ke generasi. Bagi masyarakat Indonesia, jamu telah terbukti secara empiris mempunyai khasiat yang positif bagi kesehatan. Pembuktian secara ilmiah untuk khasiat jamu masih dalam tahap penelitian. Penelitian tentang khasiat jamu yang telah dilakukan adalah klasifikasi khasiat formula jamu. Metode klasifikasi yang telah digunakan adalah PLSDA, SVM dan ensemble method. Akurasi dengan terbaik adalah 95.34% dari metode SVM. Penelitian yang dilakukan ini menggunakan metode klasifikasi deep belief networks untuk mengklasifikasikan khasiat formula jamu. Akurasi yang dihasilkan adalah 19.54% dengan beberapa kali perulangan kombinasi parameter.
Keyword: deep belief networks, jamu, khasiat, klasifikasi, prediksi

Judul: Biology and ecology of the buffalo fly, haematobia exigua de meijere (diptera:muscidae)
Abstrak: The life history of the buffalo fly was observed at room temperature of 27°-29.5°C and at a relative humidity of 48-68 percent. The eggs hatched after 17-22 hours, with an average of 18 hours. First instar larvae measured 1.25 + 0.16 mm long and 0.27 + 0.037 mm wide. reach the second larval stage. It took 6-12 hours to the second instar larvae measured 2.676 +0.187 mm long and 0.353 +0.028 mm wide. The second instar took about 12-24 hours to reach the third larval stage. The third instar measured 6.833 + 0.189 mm long and 0.919 + 0.051 mm wide. It took about 2-3 days for the third instar to become pupae. Duration of the pupal stage was about 5-7 days before the adults emerged. Under laboratory condition, the buffalo fly completed its life cycle in 9.5 to 10.5 days, whereas under field condition it took 9-14 days with an average of 10.5 days. The growth ratio which was based on the measurements of the cephalo-pharyngeal skeleton of each instar was 1.797. The preoviposition period was 8-12 days and mating usually occurred on the 6th or 7th day. The longevity of the male was 29 days, whereas it was 32 days in the female. The range of egg production under laboratory condition was between 20-139 per female fly. The belly and hind legs of the carabao were the most preferred habitat either during cloudy and cool dry or shiny and warm day. When the weather was clear and the carabao was in the shade, the flies tended to be more distributed particularly on the shoulder, dewlap, back and horns. The carabaos had relatively fewer Musca sp. and Stomoxys calcitrans than cattle; never the less carabaos had a higher infestation of buffalo fly than cattle. Oviposition occured either during the day or night but the buffalo flies were more active during the night than in the day time. The effect of various lengths of exposure time of manure in relation to the oviposition was profound. observed, the maximum number of the buffalo flies was occurred when the dung was exposed for 30 minutes. With increasing time of exposure the number and variety of insects also increase. It was evident that Sepsidae and psychodidae were the most dominant insects emerging from the dung. The number of buffalo flies also increased with increasing
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