Considering HMM and SIR method, an epidemic detection mechanism is used in social media to predict cryptocurrency price bubbles, which classify bubbles through epidemic and non-epidemic labels. Experiments have demonstrated a strong relationship between Reddit usage and cryptocurrency prices. This work also provides some empirical evidence that bubbles mirror the social epidemic-like spread of an investment idea. Caporale and Plastun examined the price overreactions in the case of cryptocurrency trading.
In particular, the experiments showed that LSTM is more suitable when classifying cryptocurrency data with high volatility. Regression algorithms We have defined regression as any statistical technique that aims at estimating a continuous value (Kutner et al. 2005). Linear Regression and Scatterplot Smoothing are common techniques used in solving regression problems in cryptocurrency trading. LR is a linear method used to model the relationship between a scalar response and http://ricardokuot272.simplesite.com/452584373 one or more explanatory variables (Kutner et al. 2005).
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"