 The results show that  bidirectional and encoder-decoder LSTM provide the best performance in accuracy for the given time series problems with different properties .
<fluency>  The results show that  bidirectional and encoder-decoder LSTM provide the best performance in accuracy for the given time series problems with different properties .
 The results show that the bidirectional and encoder-decoder LSTM provide the best performance in accuracy for the given time series problems with different properties .