Professor of Statistics at Stockholm University
Bernoulli distributionMaximum likelihood - Bernoulli dataBayes' theorem for eventsBayesian inference for Bernoulli iid dataMaximum likelihood for iid Poisson dataBayesian inference for iid Poisson countsBayesian inference for Exponential iid dataScaled inverse chi2 distributionBayesian inference for Gaussian iid data with known varianceBayesian credible intervalsHamiltonian Markov Chain Monte CarloAutoregressive processes - simulation and priorsMultivariate normal distributionBayesian linear regressionCentral limit theoremLaw of Large NumbersRandom Walk MetropolisLeapfrog IntegratorHMC sampling from multi-modal distributionsPosterior approximation - Beta model for proportionsDistributions on the unit simplexMaximum likelihood - Poisson regressionSecond derivative measures the curvature of a functionBayesian inference for Gaussian iid dataKullback-Leibler divergence - continuous distributionsConfidence interval for a proportionCoverage of interval estimates for a proportionApproximating the Binomial distribution
Bayesian inference for multinomial data
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