Statistical Estimation Methods

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Related lectures (50)

Linear Regression: Least Squares and Normal Equations Log in to Mediaspace to watch this video

Explores linear regression through least squares and normal equations, emphasizing the importance of minimizing errors for accurate predictions.

Generalized Method of Moments (GMM)Log in to Mediaspace to watch this video

Introduces the Generalized Method of Moments (GMM), a versatile approach for estimation based on moment restrictions, with applications in asset pricing models.

Fundamental Solutions of Laplace Equation Log in to Mediaspace to watch this video

Explores fundamental solutions, Green's formula, distributions, and convergence in Laplace equation.

Quantum Mechanics: Creation and Annihilation Operators Log in to Mediaspace to watch this video

Covers creation and annihilation operators in quantum mechanics and their applications in harmonic oscillators.

Estimation Methods: Point Estimate and Maximum Likelihood Log in to Mediaspace to watch this video

Discusses different estimators and how to choose between them, emphasizing calculation and properties.

Data Exploration: Normal Distribution Log in to Mediaspace to watch this video

Explores data distribution strategies, normal modeling, and checking normality with graphical tools.

Bayesian Extremes: MCMC Analysis Log in to Mediaspace to watch this video

Explores Bayesian techniques for extreme value problems, focusing on MCMC analysis and the importance of proper prior information.

Supervised Learning in Asset Pricing Log in to Mediaspace to watch this video

Explores supervised learning in asset pricing, focusing on stock return prediction challenges and model assessment.

Small Open Economy Modeling Log in to Mediaspace to watch this video

Explores small open economy modeling, including Lagrangian formulation, borrowing constraints, and impulse response plotting in MATLAB.

Kinetic model of Warburg effect Log in to Mediaspace to watch this video

Explores the kinetic model of the Warburg Effect in cancer cells, covering model construction, parameter estimation, and metabolic control analysis.

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