Abstract-Earthquake is a serious problem in economic, social, and cultural point of view. The forecasting and prediction can be one way solution in reducing the effects of earthquakes in a region. In this paper, pattern informatics method was modified with time parameters to conduct hotspot prediction of seismic activity for the earthquake forecasting in Java. The experiment using seismic activity and earthquake data in Java were conducted to examine the perfomance of proposed method with several period prediction scenarios. The prediction results show an improvement of prediction result and shorten the prediction period.Intisari-Gempa bumi menjadi masalah yang sangat besar, baik dari sisi ekonomi, sosial, maupun budaya. Salah satu cara untuk mengurangi dampak gempa adalah dengan melakukan prediksi kemungkinan terjadinya gempa pada sebuah wilayah. Pada makalah ini dilakukan prediksi hotspot aktivitas seismik menggunakan metode Pattern Informatics yang dimodifikasi dengan penambahan parameter waktu untuk peramalan gempa di Pulau Jawa. Experimen menggunakan data aktivitas seismik dan gempa dilakukan untuk menguji kinerja metode yang diusulkan dengan beberapa sekenario periode prediksi. Dari hasil prediksi terlihat peningkatan hasil prediksi dan memperpendek rentang waktu prediksi.
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