Essays about: "bitcoin price movements"

Found 4 essays containing the words bitcoin price movements.

1. 1. Predicting Cryptocurrency Prices with Machine Learning Algorithms: A Comparative Analysis

   University essay from Blekinge Tekniska Högskola/Institutionen för datavetenskap

   Author : Harsha Nanda Gudavalli; Khetan Venkata Ratnam Kancherla; [2023]
   Keywords : Bitcoin; Cryptocurrency; Machine Learning;

   Abstract : Background: Due to its decentralized nature and opportunity for substantial gains, cryptocurrency has become a popular investment opportunity. However, the highly unpredictable and volatile nature of the cryptocurrency market poses a challenge for investors looking to predict price movements and make profitable investments. READ MORE

3. 2. A machine learning approach leveraging technical- and sentiment analysis to forecast price movements in major crypto currencies

   University essay from KTH/Matematik (Avd.)

   Author : Ludvig Harting; Nils Åkesson; [2022]
   Keywords : Artifical Neural Network; Crypto; Sentiment Analysis; Twitter; Technical Analysis; Bitcoin; Ether; Litecoin; Artificiellt Neuronnät; Kryptovalutor; Sentimentsanalys; Twitter; Teknisk Analys; Bitcoin; Ether; Litecoin;

   Abstract : This paper uses a back-propagating neural network (BPN) to predict the price movements of major crypto currencies, leveraging technical factors as well as measurements of collective sentiment derived from the micro-blogging network Twitter. Our dataset consists of daily, hourly and minutely price levels for Bitcoin, Ether and Litecoin along with 8 popular technical indicators, as well as all tweets with the currencies' cash tags during respective time periods. READ MORE

4. 3. Forecasting Efficiency in Cryptocurrency Markets : A machine learning case study

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Erik Persson; [2022]
   Keywords : Cryptocurrencies; Financial time-series; Multi step-ahead forecasting; Machine Learning; Feature selection; Kryptovalutor; Finansiella tidsserier; Flerstegsprognoser; Maskininlärning; variabelselektion;

   Abstract : Financial time-series are not uncommon to research in an academic context. This is possibly not only due to its challenging nature with high levels of noise and non-stationary data, but because of the endless possibilities of features and problem formulations it creates. READ MORE

5. 4. Analysis of Cryptocurrency Market and Drivers of the Bitcoin Price : Understanding the price drivers of Bitcoinunder speculative environment

   University essay from KTH/Industriell ekonomi och organisation (Inst.)

   Author : Yasar Kaya; [2018]
   Keywords : bitcoin; speculation; weekend-effect; bitcoin price drivers; LPPL; GoTrend; VIX; speculative bubbles; bitcoin price movements; volatility in cryptocurrency market;

   Abstract : In this paper, the price fluctuations of Bitcoin under speculative environment is studied. It has been seen that the market trend points out an existence of a speculative bubble. Over the course of the period from 2014 to 2018, the trend in price movements of bitcoin has proved to be strongly speculative. READ MORE