4 citations · 6 across the 3 of their papers we have counts for
3 papers
Markovian RNN: An Adaptive Time Series Prediction Network with HMM-based Switching for Nonstationary Environments
Fatih Ilhan, Oguzhan Karaahmetoglu, Ismail Balaban +1
We investigate nonlinear regression for nonstationary sequential data. In most real-life applications such as business domains including finance, retail, energy and economy, timese…
Unsupervised Online Anomaly Detection On Irregularly Sampled Or Missing Valued Time-Series Data Using LSTM Networks
Oguzhan Karaahmetoglu, Fatih Ilhan, Ismail Balaban +1
We study anomaly detection and introduce an algorithm that processes variable length, irregularly sampled sequences or sequences with missing values. Our algorithm is fully unsuper…
Development of a Forecasting and Warning System on the Ecological Life-Cycle of Sunn Pest
İsmail Balaban, Fatih Acun, Onur Yiğit Arpalı +6
We provide a machine learning solution that replaces the traditional methods for deciding the pesticide application time of Sunn Pest. We correlate climate data with phases of Sunn…