Machine Learning Researcher
I'm a student. A student in science, visionary AI, statistics, and lastly I'm researching Machine Learning application in Software Engineering with Dr. Tim Menzies. Currently, PhD research takes up almost all my time. When I find some spare time, I play tennis and Chess. Like a Lot!!
Investigating root causes of instability in correlation-based models in SE analytics and whether using causal-inspired rules make models more stable, interpretable, and trustworthy.
Developing the EZR framework for SE Multi-Objective optimization that achieves state-of-the-art results while reducing labeling costs by 91% on average. View
Applying ARIMA, SVM, RNN, LSTM, and Bi-LSTM for stock price prediction tasks with comparative analysis. View
Investigated Ethereum's transition from PoW to PoS, exploring implications for network security, energy consumption, and market dynamics.
2024 — Present
Research in SE with Dr. Tim Menzies.
2024 — 2026
Non-thesis, on the way of PhD degree
2018 — 2023
Minoring in Information Technology (IT)
A-Star and genetic algorithms for obstacle-filled environment navigation.
NLP model achieving 92% accuracy on customer feedback analysis.
Comparative ML study with 85% accuracy, published research.
Neural network for CT scan analysis with 90%+ accuracy.
Web scraping and database pipeline with predictive models.
Comprehensive database projects covering SQL, NoSQL, streaming, and search.
I'm always open to discussing research collaborations, interesting projects, or opportunities in machine learning and AI.
arayega@ncsu.edu