Explain the analysis of variance (ANOVA) test on significance of the regression and how the result of this test is interpreted; discuss the hypotheses on coefficients of the regression and how the results of testing these hypotheses are interpreted about significance of these coefficients; include both unidirectional and bidirectional situations the coefficient of determination, adjusted coefficient of determination, and their significance.