Before revision:  The results show that  bidirectional and encoder-decoder LSTM provide the best performance in accuracy for the given time series problems with different properties .
After revision:  The results show that bidirectional and encoder-decoder LSTM network provides the best performance in accuracy for the given time series problems with different properties .