{"database":"biostudies-literature","file_versions":[],"scores":null,"additional":{"omics_type":["Unknown"],"volume":["9"],"submitter":[null],"pubmed_abstract":["Forecasting the stock market trend and movement is a challenging task due to multiple factors, including the stock’s natural volatility and nonlinearity. It concerns discovering the market’s hidden patterns with respect to time to enable proactive decision-making and better futuristic insights. Recurrent neural network-based methods have been a prime candidate for solving complex and nonlinear sequences, including the task of modeling multivariate time series forecasts. Due to the lack of comprehensive and reference work in short-term forecasts for the Saudi stock price and trends, this article introduces a comprehensive and accurate forecasting methodology tailored to the Saudi stock market. Two steps were configured to render effective short-term forecasts. First, a custom-built feature "],"journal":["PeerJ. Computer science"],"full_dataset_link":["https://www.ebi.ac.uk/biostudies/studies/S-EPMC10280263"],"repository":["biostudies-literature"],"pubmed_title":["Effective short-term forecasts of Saudi stock price trends using technical indicators and large-scale multivariate time series"],"pmcid":["PMC10280263"],"additional_accession":[]},"is_claimable":false,"name":"Effective short-term forecasts of Saudi stock price trends using technical indicators and large-scale multivariate time series","description":"Forecasting the stock market trend and movement is a challenging task due to multiple factors, including the stock’s natural volatility and nonlinearity. It concerns discovering the market’s hidden patterns with respect to time to enable proactive decision-making and better futuristic insights. Recurrent neural network-based methods have been a prime candidate for solving complex and nonlinear sequences, including the task of modeling multivariate time series forecasts. Due to the lack of comprehensive and reference work in short-term forecasts for the Saudi stock price and trends, this article introduces a comprehensive and accurate forecasting methodology tailored to the Saudi stock market. Two steps were configured to render effective short-term forecasts. First, a custom-built feature ","dates":{"release":"2023-01-01T00:00:00Z","publication":"2023 Jan","modification":"2025-06-01T01:22:37.087Z","creation":"2025-02-19T04:31:08Z"},"accession":"S-EPMC10280263","cross_references":{}}