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Optimizing stock market prediction and stock trading strategies with deep learning models enhanced by nonlinear feature identification and robust prediction evaluation.

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Title: Optimizing stock market prediction and stock trading strategies with deep learning models enhanced by nonlinear feature identification and robust prediction evaluation.
Authors: Wang, Haoyu1 (AUTHOR) haoyu.wang@auckland.ac.nz, Xie, Dejun2 (AUTHOR) djxie@cityu.edu.mo, Duan, Yuqing1 (AUTHOR) yuqing.duan@auckland.ac.nz, Xiong, Wenze1 (AUTHOR) wenze.xiong@auckland.ac.nz, Chen, Dingding3 (AUTHOR) dingding.chen18@student.xjtlu.edu.cn
Source: Financial Innovation. 5/8/2026, Vol. 12 Issue 1, p1-43. 43p.
Database: Business Source Ultimate
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An: 193628696
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  Data: Optimizing stock market prediction and stock trading strategies with deep learning models enhanced by nonlinear feature identification and robust prediction evaluation.
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  Data: <searchLink fieldCode="AR" term="%22Wang%2C+Haoyu%22">Wang, Haoyu</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> haoyu.wang@auckland.ac.nz</i><br /><searchLink fieldCode="AR" term="%22Xie%2C+Dejun%22">Xie, Dejun</searchLink><relatesTo>2</relatesTo> (AUTHOR)<i> djxie@cityu.edu.mo</i><br /><searchLink fieldCode="AR" term="%22Duan%2C+Yuqing%22">Duan, Yuqing</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> yuqing.duan@auckland.ac.nz</i><br /><searchLink fieldCode="AR" term="%22Xiong%2C+Wenze%22">Xiong, Wenze</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> wenze.xiong@auckland.ac.nz</i><br /><searchLink fieldCode="AR" term="%22Chen%2C+Dingding%22">Chen, Dingding</searchLink><relatesTo>3</relatesTo> (AUTHOR)<i> dingding.chen18@student.xjtlu.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22Financial+Innovation%22">Financial Innovation</searchLink>. 5/8/2026, Vol. 12 Issue 1, p1-43. 43p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=bsu&AN=193628696
RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.1186/s40854-026-00929-6
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      – Code: eng
        Text: English
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        PageCount: 43
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      – TitleFull: Optimizing stock market prediction and stock trading strategies with deep learning models enhanced by nonlinear feature identification and robust prediction evaluation.
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          Name:
            NameFull: Wang, Haoyu
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            NameFull: Xie, Dejun
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            NameFull: Duan, Yuqing
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            NameFull: Xiong, Wenze
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            NameFull: Chen, Dingding
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            – D: 08
              M: 05
              Text: 5/8/2026
              Type: published
              Y: 2026
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              Value: 12
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