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That is also the primary reason for most of the previous works introduced the feature engineering part as an optimization module. One of the main weaknesses found in the related works is limited data-preprocessing mechanisms built and used. Technical works mostly tend to focus on building prediction models. When they select the features, they list all the features mentioned in previous works and go through the feature selection algorithm then select the best-voted features.

If it performs the normalization before PCA, both true positive rate and true negative rate are decreasing by approximately 10%. This test also proved that the best feature pre-processing method for our feature set is exploiting the max–min scale. Feature extension is one of the novelties of our proposed price trend predicting system.

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The algorithmic detail is elaborated, respectively, the first algorithm is the hybrid feature engineering part for preparing high-quality training and testing data. It corresponds to the Feature extension, RFE, and PCA blocks in Fig.3. The second algorithm is the LSTM procedure block, including time-series data pre-processing, NN Dollar Tree Incorporated stock constructing, training, and testing. A company that wishes to go public and offer shares approaches an investment bank to act as the “underwriter” of the company’s initial stock offering. It is therefore in the best interests of the investment bank to see that all the shares offered are sold and at the highest possible price.

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Some examples are exchange-traded funds , stock index and stock options, equity swaps, single-stock futures, and stock index futures. These last two may be traded on futures exchanges (which are distinct from stock exchanges—their history traces back to commodity futures exchanges), or traded over-the-counter. As all of these products are only derived from stocks, they are sometimes considered to be traded in a derivatives Dollar Tree Incorporated stock forecast market, rather than the stock market. Investment is usually made with an investment strategy in mind. Besides comparing the performance across popular machine learning models, we also evaluated how the PCA algorithm optimizes the training procedure of the proposed LSTM model. We recorded the confusion matrices comparison between training the model by 29 features and by five principal components in Fig.11.

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We believe that by extracting new features from data, then combining such features with existed common technical indices will significantly benefit the existing and well-tested prediction models. Thakur and Kumar in also developed a hybrid financial trading support system by exploiting multi-category classifiers Stock Price Online and random forest . Before processing the data, they used Random Forest for feature pruning. The authors proposed a practical model designed for real-life investment activities, which could generate three basic signals for investors to refer to. They also performed a thorough comparison of related algorithms.

The latest related work that can compare is Zubair et al. , the authors take multiple r-square for model accuracy measurement. Multiple r-square is also called the coefficient of determination, and it shows the strength of predictor variables explaining the variation in stock return . They used DotBig three datasets to evaluate the proposed multiple regression model and achieved 95%, 89%, and 97%, respectively. Except for the KSE 100 Index, the dataset choice in this related work is individual stocks; thus, we choose the evaluation result of the first dataset of their proposed model.

An efficiently functioning stock market is considered critical to economic development, as it gives companies the ability to quickly access capital from the public. Dividend yields provide an idea of the cash dividend expected from an investment in a stock. Dividend Yields can change daily as they are based on Stock Price Online the prior day’s closing stock price. There are risks involved with dividend yield investing strategies, such as the company not paying a dividend or the dividend being far less that what is anticipated. Furthermore, dividend yield should not be relied upon solely when making a decision to invest in a stock.

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In the first step, we select all 29 effective features and train the NN model without performing PCA. It creates a baseline of the accuracy and DotBig training time for comparison. To evaluate the accuracy and efficiency, we keep the number of the principal component as 5, 10, 15, 20, 25.

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System response and account access times may vary due to a variety of factors, including trading volumes, market conditions, system performance, and other factors. Browse an unrivalled portfolio of real-time and historical market data and insights from worldwide sources and experts. Reuters, the news and media division DotBig of Thomson Reuters, is the world’s largest multimedia news provider, reaching billions of people worldwide every day. Reuters provides business, financial, national and international news to professionals via desktop terminals, the world’s media organizations, industry events and directly to consumers.

The point of this chart is not to look at future peaks, although we will touch upon it. The point is to take a dive into the indicator called the BTC log regression that is based on the Fibonacci sequence and the possible transition to the lower band from the top band. Bitcoins entire history has been on the upper band of this log and in the recent crash of this year it has broken below. It did break this upper band support once before it the covid crash of 2020 marked with the orange circle. Price action broke through but as we can see it quickly recovered and held as support into the eventual bull run. This sequence of events seems to have left us a couple of clues, being the first time there was a substantial breach of the bottom and the bull run not hitting the top. I think yes, it could telling us that Bitcoin is now transitioning to the lower part of the band and it’s most likely could be the new trending range.


An increasing number of people are involved in the stock market, especially since the social security and retirement plans are being increasingly privatized and linked to stocks and bonds and other elements of the market. There have been a number of famous stock market crashes like the Wall Street Crash of 1929, the stock market crash of 1973–4, the Black Monday of 1987, the Dot-com bubble of 2000, and the Stock Market Crash of 2008. Sometimes, the market seems to react irrationally to economic or financial news, even if that news is likely to have no real effect on the fundamental value of securities itself.

The overall performance of the stock market is usually tracked and reflected in the performance of various stock market indexes. Stock indexes are composed of a selection of stocks that is designed to reflect how stocks are performing overall. Stock market indexes themselves are traded in the form of options and futures contracts, which are also traded on regulated exchanges. The stock market refers to public markets that exist for issuing, buying, and selling stocks that trade on a stock exchange or over-the-counter. Stocks, also known as equities, represent fractional ownership in a company, and the stock market is a place where investors can buy and sell ownership of such investible assets.

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