Sumários

Bayesian Inference - II

11 Novembro 2025, 14:00 André Maria da Silva Dias Moitinho de Almeida

  • Maximum Likelihood Estimation (MLE)
    • Detailed cases of Gaussian Homoscedastic and Heteroscedastic errors

  • Bayesian addressing of Malmquist, Eddington and Lutz-Kelker biases


Validation

5 Novembro 2025, 09:30 André Maria da Silva Dias Moitinho de Almeida

Computational exercises on k-fold, bootstrap and jacknife validation


Bayesian Inference - I

5 Novembro 2025, 08:30 André Maria da Silva Dias Moitinho de Almeida

  • Statistical Inference: Frequentist and Bayesian views
  • Bayes theorem revisited: Likelihood, prior, posterior, evidence
  • Some properties: 
    • inclusion of prior knowledge
    • Updating the posterior with new knowledge
    • Error propagation for free


Validation - II

4 Novembro 2025, 14:00 André Maria da Silva Dias Moitinho de Almeida

  • Resampling methods (cont)
  • Bootstrap 
  • Jackknife

  • Regression - II

    29 Outubro 2025, 09:30 André Maria da Silva Dias Moitinho de Almeida

    Computational exercises on regression