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