Yacine Aït-Sahalia

• Disentangling volatility from jumps
• High frequency market microstructure noise estimates and liquidity measures
• How often to sample a continuous-time process in the presence of market microstructure noise
• Luxury goods and the equity premium
• Maximum likelihood estimation of stochastic volatility models
• Ultra high frequency volatility estimation with dependent microstructure noise