Professor of Statistics at Stockholm University
The logarithm functionFunction optimizationThe exponential functionThe Taylor approximationA function and its derivativesThe derivativeSampling distribution and likelihood function - Bernoulli modelMaximum likelihood for iid Poisson dataConfidence interval for a meanMaximum likelihood - Bernoulli dataBayesian inference for Bernoulli iid dataThe Riemann integralMaximum likelihood - Poisson regressionHypothesis test for a mean in a normal populationHypothesis test for a mean - Type I and II errorsBayesian inference for iid Poisson countsBayesian inference for Exponential iid dataCentral limit theoremConfidence interval for a proportionLaw of Large NumbersSecond derivative measures the curvature of a function
Bayesian inference for Gaussian iid data with known variance