@article{article_306814, title={Time Series Prediction with Direct and Recurrent Neural Networks}, journal={Turkish Journal of Forecasting}, volume={01}, pages={7–15}, year={2017}, author={De Campos, Lidio Mauro Lima}, keywords={Recurrent Neural Networks,Time Series Prediction,NARX network}, abstract={<p style="text-align:justify;"> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">Presents </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">a </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">comparative study for </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us"> prediction  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">of </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">time series </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">of the </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">Consumer </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">Price Index </span> </span> <span class="atn"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">- </span> </span> <span class="apple-style-span"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">CPI </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">using </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">recurrent </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">neural </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">network </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">( </span> </span> <span class="apple-style-span"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">RNN). </span> </span> <span class="apple-converted-space"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">  </span> </span> <span class="hps"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">For this </span> </span> <span class="apple-style-span"> <span lang="en-us" style="font-size:14px;line-height:115%;font-family:’Times New Roman’, serif;" xml:lang="en-us">, </span> </span> <span class="appl}, number={1}, publisher={Giresun University}