Projects
From ideas to experiments
Explore what our teams are building.
Does Optimization Pay? Portfolio Construction from Markowitz to Robust Allocation
OngoingThis project investigates whether complex portfolio optimization methods offer a real advantage over a simple equal-weight allocation. We test whether advanced strategies deliver superior real-world performance once accounting for estimation errors and realistic market conditions.
Whale Call Recognition with SNN
OngoingThe oceans produce months of continuous hydrophone recordings, we want to detect were a Whale call is among the extracted recordings
Adversarial ML in Anti-Money Laundering
OngoingInvestigating adversarial attacks against machine learning models for anti-money laundering, with a focus on graph-based transaction networks, model robustness, and evasion of fraud detection systems.
Multicollinearity in Machine Learning
Investigating the impact of multicollinearity on statistical and machine learning models, with a focus on diagnosis, model stability, predictive performance, and feature attribution.
Surrogate Multi-Fidelity Modeling for Financial Options Pricing Using Gaussian Processes
Developed a Multi-Fidelity Gaussian Process surrogate model for efficient financial option pricing.