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Analysis and Comparison of Natural Language Processing Algorithms as Applied to Bitcoin Conversations on Social Media

Benjamin McMillan, Joshua Myers, An Nguyen, Don Robinson and Mark Kennard
The Journal of Investing February 2022, 31 (2) 38-59; DOI: https://doi.org/10.3905/joi.2021.1.213
Benjamin McMillan
is the chief investment officer at IDX Digital Assets in Phoenix, AZ
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Joshua Myers
is the director of research at IDX Digital Assets in Phoenix, AZ
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An Nguyen
is a PhD student at the Dept. of Cognitive Science at Johns Hopkins University in Baltimore, MD
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Don Robinson
is CEO and Co-CIO at Palladiem, LLC in Wayne, PA
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Mark Kennard
is a senior portfolio manager at Palladiem, LLC in Wayne, PA
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Abstract

Institutional interest in bitcoin has grown significantly since its “bubble highs” in 2017; and given its lack of traditional fundamentals, investor sentiment is likely to drive price discovery. As social media has grown, Reddit has evolved to host significant conversations regarding bitcoin (‘r/bitcoin’) and general investing (‘r/investing’). We focus on these two channels using four distinct natural language processing algorithms to create an ensemble sentiment score and measure the relationship of the score to the change in bitcoin’s price.

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The Journal of Investing: 31 (2)
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Analysis and Comparison of Natural Language Processing Algorithms as Applied to Bitcoin Conversations on Social Media
Benjamin McMillan, Joshua Myers, An Nguyen, Don Robinson, Mark Kennard
The Journal of Investing Jan 2022, 31 (2) 38-59; DOI: 10.3905/joi.2021.1.213

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Analysis and Comparison of Natural Language Processing Algorithms as Applied to Bitcoin Conversations on Social Media
Benjamin McMillan, Joshua Myers, An Nguyen, Don Robinson, Mark Kennard
The Journal of Investing Jan 2022, 31 (2) 38-59; DOI: 10.3905/joi.2021.1.213
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