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AI 2021, 2, FOR PEER REVIEW AI 2021, 2 11 AI 2021, 2, FOR PEER REVIEW 486 11 Figure 8. Time series with closing prices for BTC, ETH, and LTC. Figure 8. Time series with closing prices for BTC, ETH, and LTC. Figure 8. Time series with closing prices for BTC, ETH, and LTC. ThTehceocrorerlraetliaotniomn matraitxriixninFiFgiugruer9e i9lliullsutrsatrtaestetshtehceocrorrerlaeltaiotinoncoceofefifcfiiecnietnbtebtewtweeenenthtehe The correlation matrix in Figure 9 illustrates the correlation coefficient between the vavraiarbialebsle(scl(ocslionsginpgripcrei)c.eT)h. eThmeamtriaxtrsihxoswhsowa straosntgropnogsiptiovseitciovrerecolartrieolnatbioentwbeetnwdeiefnfedreifnfter- variables (closing price). The matrix shows a strong positive correlation between different cuernretnccuirerse(nBcTieCs,(LBTC, aLnTdC,EaTnHd).EThHis).mTheaisnms iefaonnseifoofntheeoftatrhgeetaedrgcerteydptcorcyuprtroecnucrieresninci-es currencies (BTC, LTC, and ETH). This means if one of the targeted cryptocurrencies in- creinacsreesaosresdoercrdeeacsreesa,stehse,oththeeortshbeershabveehavcecoarcdcionrgdliyn.gly. creases or decreases, the others behave accordingly. Figure 9. Correlation matrix for the cryptocurrencies BTC, LTC, and ETH. Figure 9. Correlation matrix for the cryptocurrencies BTC, LTC, and ETH. Figure 9. Correlation matrix for the cryptocurrencies BTC, LTC, and ETH. 4.4D. aDtastaestet 4. Dataset The analyzed dataset was collected from [42], an open-access website. It consists of The analyzed dataset was collected from [42], an open-access website. It consists of The analyzed dataset was collected from [42], an open-access website. It consists of one .csv file separated into three sheets; the first sheet for Bitcoin (BTC), the second for one .csv file separated into three sheets; the first sheet for Bitcoin (BTC), the second for one .csv file separated into three sheets; the first sheet for Bitcoin (BTC), the second for Litecoin (LTC), and the last sheet for Ethereum (ETH). The recorded prices in the dataset Litecoin (LTC), and the last sheet for Ethereum (ETH). The recorded prices in the dataset Litecoin (LTC), and the last sheet for Ethereum (ETH). The recorded prices in the dataset were collected on a daily basis from 1 January 2018 to 30 June 2021. In this research, we used were collected on a daily basis from 1 January 2018 to 30 June 2021. In this research, we were collected on a daily basis from 1 January 2018 to 30 June 2021. In this research, we time-series data from [19] with 1277 records. Table 1 illustrates the dataset specification of used time-series data from [19] with 1277 records. Table 1 illustrates the dataset specifica- used time-series data from [19] with 1277 records. Table 1 illustrates the dataset specifica- the targeted cryptocurrency and Figure 10 shows sample data from the dataset. tion of the targeted cryptocurrency and Figure 10 shows sample data from the dataset. tion of the targeted cryptocurrency and Figure 10 shows sample data from the dataset. Table 1. Dataset specification. Table 1. Dataset specification. Variable Name Variable Description Data Type Variable Name Variable Description Data Type Date Date of Observation Date Date Date of Observation DatePDF Image | Novel Cryptocurrency Price Prediction Model Using GRU
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