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...View metadata citation and similar papers at core ac uk brought to you by provided teeside university s research repository noname manuscript no will be inserted the editor application of deep reinforcement learning in stock trading strategies forecasting yuming li pin ni victor chang received date accepted abstract role market across overall nancial is indispensable way acquire practical signals transaction process maximize benets a problem that has been studied for long time this paper put forward theory decisions price prediction reliability availability model are proved experimental data comparedwiththetraditionalmodeltoproveitsadvantages fromthepointof intelligent decision making mechanism proves feasibility markets credibility advantages strategic keywords financial strategy q introduction background as current articial intelligence methods have become closer humans think behave there need develop something innovative drl which integrates perception with ability simu lates human ...