Course Details

Course details of EE3111
Course NoEE3111
Course TitleStatistics for Electrical Engineers
Credit10
Course Content1. Probability review - Random variables, Distributions, Expectation, Law of large numbers 2. Sampling distributions - IID samples, Distribution of sample mean and variance - Normal samples - Chi-square distribution, t distribution 3. Estimation - Method of moments - Maximum likelihood estimation - Prior/Posterior, Bayes estimators - Risk, Bias-variance tradeoff 4. Hypothesis testing - Types of hypotheses, Errors, Test statistic, Critical region - Significance level, Power, p-value, Confidence intervals, Likelihood ratio tests - Testing with normal samples - t test, F test - Testing goodness of fit - chi square test 5. Linear regression - Least squares, Simple linear regression - Distribution of coefficients, Residuals 6. Additional topics - Importance sampling, Multiple linear regression
Course Offered this semesterNo
Faculty Name