Using algorithmic trading to analyze short term profitability of Bitcoin
نویسندگان
چکیده
Cryptocurrencies such as Bitcoin (BTC) have seen a surge in value the recent past and appeared useful investment opportunity for traders. However, their short term profitability using algorithmic trading strategies remains unanswered. In this work, we focus on of BTC against euro yen an eight-year period seven algorithms over periods length 15 30 days. We use classical buy hold (BH) benchmark strategy. Rather surprisingly, found that average, is more profitable than euro; however answer also depends choice algorithm. Reservation price result 7.5% 10% average returns days respectively which highest all three assets. For BTC, outperform BH analyze effect transaction fee observe no strategy BTC. 30, only two are profitable.
منابع مشابه
Social signals and algorithmic trading of Bitcoin
The availability of data on digital traces is growing to unprecedented sizes, but inferring actionable knowledge from large-scale data is far from being trivial. This is especially important for computational finance, where digital traces of human behaviour offer a great potential to drive trading strategies. We contribute to this by providing a consistent approach that integrates various datas...
متن کاملUsing Bitcoin Pricing Data to Create a Profitable Algorithmic Trading Strategy
Bitcoin, especially as of late, has been an incredibly high rising, although incredibly volatile, currency. Because of this, an algorithmic trading model that can make accurate predictions of short-term market trends can take take advantage of the spikes in the bitcoin market while avoiding the sharp decreases, allowing for substantial gains. In this project, we created an algorithm that would ...
متن کاملAlgorithmic Trading Using Intelligent Agents
Trading in financial markets is undergoing a radical transformation, one in which algorithmic methods are becoming increasingly more important. The development of intelligent agents that can act as autonomous traders seems like a logical step forward in this “algorithms arms race”. In this paper we describe an infrastructure for implementing hybrid intelligent agents with the ability to trade f...
متن کاملComparitive Automated Bitcoin Trading Strategies
Bitcoin is an international peer-to-peer traded crypto-currency which exhibits high volatility and is minimally impacted by current world events. Bitcoins are directly traded between individuals through intermediate sites that act as bitcoin markets. The largest of these markets is Bitstamp.net. In these markets people offer to buy or sell bitcoin at prices they define, or can put in a fill ord...
متن کاملEvolving short-term trading strategies using Genetic Programming
We have used a linear Genetic Programming system with a multitude of different quotes on financial securities as input in order to evolve an intraday trading strategy for an individual stock, attempting to outperform a simple buy and hold strategy over the same period of time.
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: PeerJ
سال: 2021
ISSN: ['2167-8359']
DOI: https://doi.org/10.7717/peerj-cs.337