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The paper investigates whether Bitcoin is a good predictor of the Standard & Poor's 500 Index. To answer this question … Model Selection (DMS). According to our results, Bitcoin does not show any direct impact on the predictability of Standard …
Persistent link: https://www.econbiz.de/10012611105
We present a detailed bubble analysis of the Bitcoin to US Dollar price dynamics from January 2012 to February 2018. We … the dynamics of Bitcoin price during the analyzed time period. We explain this classification of long and short bubbles by … a number of quantitative metrics and graphs to understand the main socio-economic drivers behind the ascent of Bitcoin …
Persistent link: https://www.econbiz.de/10011899669
We provide a comparison of several GARCH and stochastic volatility models for forecasting the risk of cryptocurrencies …
Persistent link: https://www.econbiz.de/10014254598
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A modification of the self-perturbed Kalman filter of Park and Jun (1992) is proposed for the on-line estimation of models subject to parameter in stability. The perturbation term in the updating equation of the state covariance matrix is weighted by the measurement error variance, thus avoiding...
Persistent link: https://www.econbiz.de/10010402289
forecasting cryptocurrency volatility accordingly. …The study aims at forecasting the return volatility of the cryptocurrencies using several machine learning algorithms … observations. We predict the volatility of four cryptocurrencies, namely Bitcoin, Ethereum, XRP, and Tether, and compare their …
Persistent link: https://www.econbiz.de/10014381146
In today's era of big data, deep learning and artificial intelligence have formed the backbone for cryptocurrency … portfolio optimization. Researchers have investigated various state of the art machine learning models to predict Bitcoin price … shown to perform better than traditional time series models in cryptocurrency price prediction. However, very few studies …
Persistent link: https://www.econbiz.de/10012173959
We provide a trend prediction classification framework named the random sampling method (RSM) for cryptocurrency time … two classical baseline methods in the case of the prediction of unstable Bitcoin prices in the OkCoin market and show that …
Persistent link: https://www.econbiz.de/10011961485
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