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<!doctype html> <html lang="zh"> <head> <title>Time Series Stock Market Predictions: Using Time Interval Tr | 106618</title> <meta name="keywords" content="Sudhakar Kalva, Naganjaneyulu Satuluri, "/> <meta name="description" content="Despite being one of the most widely used techniques of financial management, stocks have drawn increasing numbers of investors during recent years. A subs..106618"/> <meta name="citation_publisher" content="朗顿出版公司" /> <meta name="citation_journal_title" content="股票与外汇交易杂志"> <meta name="citation_title" content="Time Series Stock Market Predictions: Using Time Interval Triggered of Flag Attribute Model in Deep Learning"> <meta name="citation_author" content="Sudhakar Kalva" /> <meta name="citation_author" content="Naganjaneyulu Satuluri" /> <meta name="citation_year" content=""> <meta name="citation_volume" content="11"> <meta name="citation_issue" content="1"> <meta name="citation_abstract" content="Despite being one of the most widely used techniques of financial management, stocks have drawn increasing numbers of investors during recent years. A substantial degree of risk is involved in buying stocks. The foremost concern for investors is how to minimize risks and maximize returns. One of the most common issues in the stock market is predicting a company's stock value. Volatility in individual profits and the health of the economy are negatively impacted by fluctuations in stock prices. One of the most widely held beliefs among humans is that investing in stock markets, which are supposed to produce excellent outcomes, is one of the finest ways to generate money. Volatility in stock market prices can occur for a variety of causes. It fosters an environment of uncertainty, which discourages constructive investment. Stock markets are notorious for their volatility. Those who are directly or indirectly involved in stock markets should be aware of it. It is necessary to create an intelligent system that can make forecasts based on a variety of indications such as fundamental, statistical, and technical trends. However, no single good predictive model has ever been able to consistently outperform market patterns. Traditionally, predictions for time series data have been made based on previous data and market trends, as well as historical correlation data and projections. Above all, there is no system that calculates projections based on a user's choice of investment type and risk tolerance. The main focus of this research work is on predicting stock market price changes. Instead of looking at daily changes, this research examines the price trend over specific time intervals by identifying turning points. To determine the increasing trend of price change, deep neural network model is used for accurate predictions. In this research work, an Efficient Time Series Stock Market Predictions using Time Interval Triggered Flag Attribute Model (ETSSMP-TITFA) using deep learning is proposed that predicts the lower bound and upper bound of stock market price predictions of multiple companies. The proposed model is contrasted with the traditional models and the results represent that the proposed model performance is better."> <meta name="citation_abstract_html_url" content="https://chinese.longdom.org/abstract/time-series-stock-market-predictions-using-time-interval-triggered-of-flag-attribute-model-in-deep-learning-106618.html"> <meta name="format-detection" content="telephone=no"> <meta http-equiv="Content-Language" content="zh"> <meta name="google-site-verification" content="NomPTP94YozsgvD3NEFpNqUfY88e0TU0L64zNzZTpd0" /> <meta itemprop="name" content="longdom" /> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <meta name="ROBOTS" content="INDEX,FOLLOW"> <meta name="googlebot" content="INDEX,FOLLOW"> <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"> <link rel="canonical" 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management, stocks have drawn increasing numbers of investors during recent years. A substantial degree of risk is involved in buying stocks. The foremost concern for investors is how to minimize risks and maximize returns. One of the most common issues in the stock market is predicting a company's stock value. Volatility in individual profits and the health of the economy are negatively impacted by fluctuations in stock prices. One of the most widely held beliefs among humans is that investing in stock markets, which are supposed to produce excellent outcomes, is one of the finest ways to generate money. Volatility in stock market prices can occur for a variety of causes. It fosters an environment of uncertainty, which discourages constructive investment. Stock markets are notorious for their volatility. Those who are directly or indirectly involved in stock markets should be aware of it. It is necessary to create an intelligent system that can make forecasts based on a variety of indications such as fundamental, statistical, and technical trends. However, no single good predictive model has ever been able to consistently outperform market patterns. Traditionally, predictions for time series data have been made based on previous data and market trends, as well as historical correlation data and projections. Above all, there is no system that calculates projections based on a user's choice of investment type and risk tolerance. The main focus of this research work is on predicting stock market price changes. Instead of looking at daily changes, this research examines the price trend over specific time intervals by identifying turning points. To determine the increasing trend of price change, deep neural network model is used for accurate predictions. In this research work, an Efficient Time Series Stock Market Predictions using Time Interval Triggered Flag Attribute Model (ETSSMP-TITFA) using deep learning is proposed that predicts the lower bound and upper bound of stock market price predictions of multiple companies. The proposed model is contrasted with the traditional models and the results represent that the proposed model performance is better.</p> <div class="alert alert-info text-left"><b>免责声明:</b> 此摘要通过人工智能工具翻译，尚未经过审核或验证.</div> <div class="nav social-icons"> <a class="nav-link w-auto">分享此文章</a> <a title="点击这里" target="_blank" href="https://www.facebook.com/sharer.php?u=https://chinese.longdom.org/abstract/time-series-stock-market-predictions-using-time-interval-triggered-of-flag-attribute-model-in-deep-learning-106618.html" rel="noopener"><i class="fab fa-facebook-f"></i></a> <a class="nav-link" title="点击这里" target="_blank" href="https://twitter.com/share?url=https://chinese.longdom.org/abstract/time-series-stock-market-predictions-using-time-interval-triggered-of-flag-attribute-model-in-deep-learning-106618.html" rel="noopener"><i class="fab fa-twitter"></i></a> <a class="nav-link" title="点击这里" target="_blank" href="https://www.linkedin.com/shareArticle?mini=true&url=https://chinese.longdom.org/abstract/time-series-stock-market-predictions-using-time-interval-triggered-of-flag-attribute-model-in-deep-learning-106618.html" rel="noopener"><i class="fab fa-linkedin-in"></i></a> <a class="nav-link" title="点击这里" target="_blank" href="https://plus.google.com/share?url=https://chinese.longdom.org/abstract/time-series-stock-market-predictions-using-time-interval-triggered-of-flag-attribute-model-in-deep-learning-106618.html" rel="noopener"><i class="fab fa-google-plus-g"></i></a> </div> </div> </div> </div> </section> <footer class="bg-blue-grey-900 py-3"> <div class="container"> <div class="row"> <div class="col-12 col-sm-4"> <h4 class="white font-size-4 fweight-400 border-bottom-1 pb-2">内容链接</h4> <ul class="list-unstyled footer-links font-size-3"> <li><a class="" href="https://chinese.longdom.org/privacy-policy.html" title="点击这里">隐私政策</a></li> <li><a class="" href="https://chinese.longdom.org/terms-conditions.html" title="点击这里">条款和条件</a></li> <li><a class="" href="https://chinese.longdom.org/authors-reviewers-editors.html" title="点击这里">作者、审稿人和编辑</a></li> </ul> </div> <div class="col-12 col-sm-4"> <h4 class="white font-size-4 fweight-400 border-bottom-1 pb-2">联系朗东</h4> <p><span>龙顿集团 SA</span><br /><span>罗杰·范登德里斯大街,</span><br /><span>18, 1150 布鲁塞尔，比利时</span><br /><span>电话: +442038085340</span><br /><span>电子邮件:</span><span> </span><a class="white" title="Click here" href="mailto:info@longdom.org">info@longdom.org</a></p> </div> <div class="col-12 col-sm-4"> <h4 class="white font-size-4 fweight-400 border-bottom-1 pb-2">连接</h4> <nav class="nav nav-pills social-icons-footer flex-column a-pl-0"> <a href="https://www.facebook.com/longdompublisher" title="点击这里" target="_blank" class="nav-link bg-facebook-hover"><i class="fab fa-facebook-f bg-facebook"></i></a> <a href="https://www.linkedin.com/company/longdom-publishing-sl/" title="点击这里" target="_blank" class="nav-link bg-linkedin-hover"><i class="fab fa-linkedin-in bg-linkedin"></i></a> <a href="https://twitter.com/LongdomP" title="点击这里" target="_blank" class="nav-link bg-twitter-hover"><i class="fab fa-twitter bg-twitter"></i></a> <a href="https://www.instagram.com/longdom_publisher/" title="点击这里" target="_blank" class="nav-link bg-instagram-hover"><i class="fab fa-instagram bg-instagram"></i></a> </nav> </div> </div> <div class="row text-center"> <div class="col"> <p>版权 © 2024 <a href="https://chinese.longdom.org/" title="点击这里" class="white">朗顿出版公司</a>.</p> </div> </div> </div> </footer>  <a href="#0" class="cd-top js-cd-top">Top</a>   <script src="https://code.jquery.com/jquery-3.3.1.min.js"></script> <script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.14.7/umd/popper.min.js"></script> <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/js/bootstrap.min.js"></script>  <script> jQuery(function($) { $(window).scroll(function fix_element() { $('#target').css( $(window).scrollTop() > 100 ? 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