Optimal Sampling Design for Sparse Functional Data with Curve Registration
Arizona State University, Jan 2023 - May 2023
- Investigated existing curve registration and optimal design algorithms.
- Designed simulation datasets with phase variation.
- Conducted comparative analysis of designs with curve registration.
Neural Network Comparison: Bitcoin Forecast with Macrofinance and Twitter Sentiment
Arizona State University, Jan 2023 - May 2023
- Web-scraped macro-financial data and analyzed Twitter sentiment using NLP tool VADER.
- Built LSTM and CNN models for Bitcoin price forecasting.
- Performed comparisons with regard to model prediction power.
Comparison of Definitive Screening Designs and Standard Screening Designs
Arizona State University, Jan 2020 - May 2020
- Conducted a critical review of the fundamentals of DSDs.
- Constructed a computer simulation for standard screening designs and DSDs.
- Performed comparative analyses of standard screening designs and DSDs.