Page 178 - Data Science Algorithms in a Week
P. 178
Time Series Analysis
Problems
1. Determining the trend for Bitcoin prices.
a) We are given the table for the Bitcoin prices for the years 2010 - 2017 in terms of USD.
Determine a linear trend line for these prices. The monthly price is for the first day in the
month:
Date year-month-day Bitcoin price in USD
2010-12-01 0.23
2011-06-01 9.57
2011-12-01 3.06
2012-06-01 5.27
2012-12-01 12.56
2013-06-01 129.3
2013-12-01 946.92
2014-06-01 629.02
2014-12-01 378.64
2015-06-01 223.31
2015-12-01 362.73
2016-06-01 536.42
2016-12-01 753.25
2017-06-01 2452.18
Data taken from CoinDesk price page.
b) As per the linear trend line from part a), what is the expected price of Bitcoin in 2020?
c) Discuss whether a linear line is a good indicator for the future price of Bitcoin.
[ 166 ]