ADS Capstone Chronicles Revised

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Thursday. LTC-USD peaks on Wednesday and decreases on Thursday. MATIC-USD peaks on Wednesday and decreases on Thursday. SOL USD peaks on Tuesday and has a noticeable drop on Thursday. UNI-USD peaks on Wednesday and shows a significant decrease on Thursday.

Despite these variations, all distributions share a similarity in having some form of mid-week peak, typically on Tuesday or Wednesday, followed by a decrease towards the end of the week, particularly on Thursday and Friday. This trend indicates that mid-week trading tends to have more significant positive changes, while the end of the week sees fewer gains.

Figure 6 Average Percent Change by Weekday

4.7 Stationarity Analysis of

property is vital for building reliable predictive models, as non-stationary data can lead to misleading trends and false predictions. 4.7.1 Visual Analysis Figure 7 below illustrates the time series of Bitcoin’s price changes with three components: the original data (in blue), the rolling mean (in red), and the rolling standard deviation (in black). These elements help visualize the data ’ s central tendency and variability over time, providing a clearer picture of its stability.

Cryptocurrency Price Changes In time series analysis, particularly within the unpredictable realm of the cryptocurrency market, the data must be stationary. Stationarity means that the statistical properties of the series — such as mean, variance, and covariance — do not change over time. This property is vital for building reliable predictive models, as non-stationary data can lead to misleading trends and false predictions covariance — do not change over time. This

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