{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T14:15:09Z","timestamp":1760710509382,"version":"3.41.2"},"reference-count":25,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,3,19]],"date-time":"2021-03-19T00:00:00Z","timestamp":1616112000000},"content-version":"vor","delay-in-days":77,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>In this paper, a new FEPA portfolio forecasting model is based on the EMD decomposition method. The model is based on the special empirical modal decomposition of financial time series, principal component analysis, and artificial neural network to model and forecast for nonlinear, nonstationary, multiscale complex financial time series to predict stock market indices and foreign exchange rates and empirically investigate this hot area in financial market research. The combined forecasting model proposed in this paper is based on the idea of decomposition\u2010reconstruction synthesis, which effectively improves the model\u2019s prediction of internal financial time series. In this paper, we select the CSI 300 Index and foreign exchange rate as the empirical market and data and establish seven forecasting models to make predictions about the short\u2010term running trend of the closing price. The interval EMD decomposition algorithm is introduced in this paper, considering both high and low prices to be contained in the input and output. By analyzing the closing price, high and low prices of the stock index at the same time, the volatility of this interval time series of the index and its trend can be better captured.<\/jats:p>","DOI":"10.1155\/2021\/5560886","type":"journal-article","created":{"date-parts":[[2021,3,19]],"date-time":"2021-03-19T19:05:32Z","timestamp":1616180732000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Deep Learning Algorithm\u2010Based Financial Prediction Models"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8237-8688","authenticated-orcid":false,"given":"Helin","family":"Jia","sequence":"first","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2021,3,19]]},"reference":[{"doi-asserted-by":"publisher","key":"e_1_2_8_1_2","DOI":"10.1140\/epjst\/e2016-60123-4"},{"doi-asserted-by":"publisher","key":"e_1_2_8_2_2","DOI":"10.1016\/j.ejor.2018.10.025"},{"doi-asserted-by":"publisher","key":"e_1_2_8_3_2","DOI":"10.1093\/oxrep\/grx051"},{"doi-asserted-by":"publisher","key":"e_1_2_8_4_2","DOI":"10.1080\/17517575.2018.1526325"},{"doi-asserted-by":"publisher","key":"e_1_2_8_5_2","DOI":"10.1109\/mci.2016.2627670"},{"doi-asserted-by":"publisher","key":"e_1_2_8_6_2","DOI":"10.1007\/s10660-017-9258-7"},{"doi-asserted-by":"publisher","key":"e_1_2_8_7_2","DOI":"10.1109\/tcss.2019.2916918"},{"doi-asserted-by":"publisher","key":"e_1_2_8_8_2","DOI":"10.3233\/jifs-179087"},{"doi-asserted-by":"publisher","key":"e_1_2_8_9_2","DOI":"10.1016\/j.ejor.2016.03.030"},{"doi-asserted-by":"publisher","key":"e_1_2_8_10_2","DOI":"10.1140\/epjst\/e2016-60158-5"},{"doi-asserted-by":"publisher","key":"e_1_2_8_11_2","DOI":"10.1080\/1046560x.2019.1646063"},{"doi-asserted-by":"publisher","key":"e_1_2_8_12_2","DOI":"10.1109\/TCAD.2016.2571847"},{"doi-asserted-by":"publisher","key":"e_1_2_8_13_2","DOI":"10.1007\/s11071-018-4649-4"},{"key":"e_1_2_8_14_2","first-page":"432","article-title":"Computational evaluation of effects of motivation reinforcement on player retention","volume":"23","author":"A\u0161eri\u0161kis D.","year":"2017","journal-title":"Journal of Universal Computer Science"},{"doi-asserted-by":"publisher","key":"e_1_2_8_15_2","DOI":"10.1007\/s11721-019-00164-z"},{"doi-asserted-by":"publisher","key":"e_1_2_8_16_2","DOI":"10.1007\/s11277-019-06716-0"},{"doi-asserted-by":"publisher","key":"e_1_2_8_17_2","DOI":"10.1016\/j.physleta.2018.07.049"},{"doi-asserted-by":"publisher","key":"e_1_2_8_18_2","DOI":"10.1007\/s00191-018-0557-5"},{"key":"e_1_2_8_19_2","first-page":"24","article-title":"Coelophysis: still fringe after 30 years?","volume":"50","author":"Buchanan J. 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