OSW

SIGNATURE WORK
CONFERENCE & EXHIBITION 2024

Machine Learning Classification Techniques for Stock and Cryptocurrency Analysis

Name

Jiayi Wang

Major

Applied Mathematics and Computational Sciences

Class

2024

About

Jiayi Wang. Nanjing, China. Major in Computational Science & Applied Mathematics, tracking in Math.

Signature Work Project Overview

Research Questions:
 Will the previous best-performed ML model achieve the same good results with AAPL or GOOG from the US stock market and new input data concentrating on price volatility? If not, which ML model performs best?
 By optimizing algorithms of the best-performed ML model in the US stock market on account of the new transaction execution process in the challenging cryptocurrency, how well the prediction result is?
To answer the questions, I have applied different ML methods in both datasets and do classification work to different markets and datasets.

Signature Work Presentation Video