Sima Siami‐Namini

The Performance of LSTM and BiLSTM in Forecasting Time Series

Sima Siami‐Namini, Neda Tavakoli, Akbar Siami Namin · 2019 · 1.4K citations

A Comparison of ARIMA and LSTM in Forecasting Time Series

Sima Siami‐Namini, Neda Tavakoli, Akbar Siami Namin · 2018 · 1.2K citations

Intelligent Forecasting, Deep Learning-based Algorithms, Forecasting Methodology +15

Inflation and income inequality in developed and developing countries

Sima Siami‐Namini, Darren Hudson · Journal of Economic Studies · 2019 · 125 citations

Development Economics, Economic Fluctuation, Income Distribution +18

A Comparative Analysis of Forecasting Financial Time Series Using ARIMA, LSTM, and BiLSTM

Sima Siami‐Namini, Neda Tavakoli, Akbar Siami Namin · arXiv (Cornell University) · 2019 · 96 citations · Full text

Engineering, Machine Learning, Sequential Learning +19

A Comparison of TCN and LSTM Models in Detecting Anomalies in Time Series Data

Saroj Gopali, Faranak Abri, Sima Siami‐Namini et al. · 2021 IEEE International Conference on Big Data (Big Data) · 2021 · 69 citations

Convolutional Neural Network, Anomaly Detection, Machine Learning +21