A Comprehensive Survey on the Integration of Reinforcement Learning and NLP for Stock Market Trading

Published: Jan. 1, 2025

Language: Английский

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ProfitPulse: Reinforcement Learning-Driven Trading Strategy

Cureus Journal of Computer Science., Journal Year: 2025, Volume and Issue: unknown

Published: Feb. 7, 2025

Language: Английский

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Legal Protection for Investors Buying and Selling Shares Online and in the Capital Market

Jurnal Multidisiplin Indonesia, Journal Year: 2024, Volume and Issue: 3(5), P. 4038 - 4045

Published: May 28, 2024

This study aims to know and analyze legal protection for investors in terms of buying selling shares online find out the factors inhibiting implementation that hinder online. The research method carried this is normative research, case, using material collection techniques form document literature studies. results show as consumers Law Number 8 1999 concerning Consumer Protection, namely establishment BPKN BPSK. 1995 Capital Market has been regulated regarding disclosure information must be provided investors, regulation Bapepam-LK a supervisory body every activity related capital market, which transferred OJK. 21 2011 Financial Services Authority aspects by law are prevention or preventive efforts enforcement repression Authority. faced carrying investor still large number unlicensed/illegal stock investments lack knowledge community illegal investments. Research Recommendations It expected government will able update Protection protect optimally era highly developed technological development. future, need regulate investment through special law. there coordination cooperation between OJK / BPSK ensuring (consumer) protection. Investors more careful seeking choosing clear securities company obtained permission its activities. To forms violations/crimes market transactions transactions. journal writing uses with an approach, statutory fact approach alluding practices Indonesia, concept analysis analysis. Based on study, namely: Legal Supervisory Body Article 4 No. stated "coaching, regulating, supervising Bapepam create orderly, fair, efficient activities crimes violations sector involved cases, violations, usually BAPEPAM licensing registration cases.

Language: Английский

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Mixed Monitoring Model of Concrete Arch Dam on Residual Sequence Correction

Research Square (Research Square), Journal Year: 2024, Volume and Issue: unknown

Published: Aug. 12, 2024

Under the dual influence of internal factors and external environment, dam deformation shows a high degree nonlinear characteristics. In traditional prediction model, an abnormal value residual sequence reflects situation or potential fault in prediction. Therefore, it is particularly important to fully mine effective information sequence. Considering nonlinear, time-varying chaotic characteristics time series, hybrid monitoring model concrete arch dams based on correction proposed this paper. Firstly, combined with finite element method, statistical was used establish initial mixed data. view specific periodicity residuals paper uses symplectic geometric mode decomposition (SGMD) decompose Then, convolutional neural network (CNN) optimized by improved sparrow search algorithm (ISSA), decomposed modal components are predicted reconstructed bidirectional gated recurrent unit (BiGRU) attention mechanism. Subsequently, differential autoregressive moving average (ARIMA) correct Finally, modified construct correction. Through refinement residuals, accuracy reliability data further improved. This provides new method for safety early warning dams.

Language: Английский

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Attention-Based Behavioral Cloning for algorithmic trading

Applied Intelligence, Journal Year: 2024, Volume and Issue: 55(1)

Published: Dec. 3, 2024

Language: Английский

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