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<p>The performance of the algorithm was poor. It achieved a Sharpe Ratio of only 0.262, while simply holding Bitcoin over the same period would have yielded a Sharpe Ratio of 1.688. </p>
<p>Here are some ideas for improvement:</p>
<ul>
<li>Experimentation with ARIMA variants and other time-series models (e.g. SARIMAX, ARFIMA, VAR, etc.)</li>
<li>Applying different types of transformations to achieve stationarity</li>
</ul>
<p>If a user comes across any interesting results, we’d love to hear about it in the Community Forum.</p>