paper-with-me

Papers

Utilizing RNN for Real-time Cryptocurrency Price Prediction and Trading Strategy Optimization

2024-11-05 · Shamima Nasrin Tumpa, Kehelwala Dewage Gayan Maduranga

This study explores the use of Recurrent Neural Networks (RNN) for real-time cryptocurrency price prediction and optimized trading strategies. Given the high volatility of the cryptocurrency market, traditional forecasting models often fall short. By leveraging RNNs' capability to capture long-term patterns in time-series data, this research aims to improve accuracy in price prediction and develop effective trading strategies. The project follows a structured approach involving data collection, preprocessing, and model refinement, followed by rigorous backtesting for profitability and risk assessment. This work contributes to both the academic and practical fields by providing a robust predictive model and optimized trading strategies that address the challenges of cryptocurrency trading.

📄 PDF Abstract BibTeX arXiv:2411.05829

Code (1)

shamima08/Cryptocurrency-Price-Prediction-using-RNN 공식 구현 tf

Tasks

PredictionTime Series

Similar Papers 제목 키워드 기반

Cryptocurrency Price Prediction using Twitter Sentiment Analysis

2023-03-03 · Haritha GB, Sahana N. B

The cryptocurrency ecosystem has been the centre of discussion on many social media platforms, following its noted volatility and varied opinions. Twitter is rapidly being utilised as a news source and a medium for bitco…

PredictionSentiment AnalysisTwitter Sentiment Analysis

Transformer-based approach for Ethereum Price Prediction Using Crosscurrency correlation and Sentiment Analysis

2024-01-16 · Shubham Singh, Mayur Bhat

The research delves into the capabilities of a transformer-based neural network for Ethereum cryptocurrency price forecasting. The experiment runs around the hypothesis that cryptocurrency prices are strongly correlated …

Sentiment Analysis

C2P2: A Collective Cryptocurrency Up/Down Price Prediction Engine

2019-06-03 · Chongyang Bai, Tommy White, Linda Xiao, V. S. Subrahmanian 외

We study the problem of predicting whether the price of the 21 most popular cryptocurrencies (according to coinmarketcap.com) will go up or down on day d, using data up to day d-1. Our C2P2 algorithm is the first algorit…

Prediction

Mining Tweets to Predict Future Bitcoin Price

2024-12-03 · Ashutosh Hathidara, Gaurav Atavale, Suyash Chaudhary

Bitcoin has increased investment interests in people during the last decade. We have seen an increase in the number of posts on social media platforms about cryptocurrency, especially Bitcoin. This project focuses on ana…

Multi-Source Hard and Soft Information Fusion Approach for Accurate Cryptocurrency Price Movement Prediction

2024-09-27 · Saeed Mohammadi Dashtaki, Mehdi Hosseini Chagahi, Behzad Moshiri, Md. Jalil Piran

One of the most important challenges in the financial and cryptocurrency field is accurately predicting cryptocurrency price trends. Leveraging artificial intelligence (AI) is beneficial in addressing this challenge. Cry…

Sentiment Analysis