Crypto Prediction Model

Student Name

Aneela KanwalFollow

Degree

Master of Science in Computer Science

Department

Department of Computer Science

School

School of Mathematics and Computer Science (SMCS)

Date of Submission

Spring 2022

Supervisor

Dr. Tariq Mahmood, Professor and Program Coordinator MS (CS) and MS (DS) Programs, Department of Computer Science

Keywords

Cryptocurrency, Machine Learning, Deep Learning, Prediction, LSTM, SARIMA, GRU

Abstract

The proposed work investigates how to accurately anticipate cryptocurrency’s price by considering several factors that influence the currency’s price. The dataset information includes open, high, low, and close price details for a list of different cryptocurrency value up to the present day. Three models are used for this project namely GRU, LSTM, SARIMA. SARIMA model is a machine learning model whereas GRU, LSTM are Deep learning models. We did a comparison analysis to predict which model performs better in terms of predicting the future price of different cryptocurrencies based on its previous data.

Document Type

Restricted Access

Submission Type

Research Project

Recommended Citation

Kanwal, Aneela. "Crypto Prediction Model." Unpublished graduate research project. Institute of Business Administration. 2022. https://ir.iba.edu.pk/research-projects-mscs/3