Do Google Trends Forecast Bitcoins? Stylized Facts and Statistical Evidence
Creators
Description
In early 2018 Bitcoin prices peaked at US$ 20,000 and, almost two years later, we still continue debating if cryptocurrencies can actually become a currency for the everyday life or not. From the economic point of view, and playing in the field of behavioral finance, this paper analyses the relation between Bitcoin prices and the search interest on Bitcoin since 2014. We questioned the forecasting ability of Google Bitcoin Trends for the behavior of Bitcoin price by performing linear and nonlinear dependency tests, and exploring performance of ARIMA and Neural Network models enhanced with this social sentiment indicator. Our analyses and models are founded upon a set of statistical properties common to financial returns that we establish for Bitcoin, Ethereum, Ripple and Litecoin.
Additional details
Identifiers
Publishing Information
- Publisher
- Universdad de Granada
- Imprint Place
- Granada (Spain)
- Imprint Title
- ITISE 2019. Proceedings of papers. Vol 1
- Imprint Pagination
- 789 p.
- Journal Page Range
- 12 p.
Conference
- Title
- International Conference on Time Series and Forecasting
- Acronym
- ITISE 2019
- Dates
- 25-27 Sep 2019
- Place
- Granada (Spain)
INIS
- Country of Publication
- Spain
- Country of Input or Organization
- Spain
- INIS RN
- 52034281
- Subject category
- S97: MATHEMATICAL METHODS AND COMPUTING;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- ECONOMETRICS; FORECASTING; MATHEMATICAL MODELS; STATISTICS
- Descriptors DEC
- ECONOMICS; MATHEMATICS