The learning outcomes of the course are:<\/p>\n\n\n\n
For students to understand the nature of regression analysis and to be able to interpret bivariate and multivariate analysis results.<\/p>\n\n\n\n
Understand and apply the normal linear regression model, make hypothesis tests and make predictions.<\/p>\n\n\n\n
Understand and apply diagnostic tools for residue control.<\/p>\n\n\n\n
To propose solutions to correct problems presented by the respective data and which have the consequence of violating the assumptions of the normal linear model.<\/p>\n\n\n\n
To know and solve the problems of multicollinearity, heteroscedasticity and autocorrelation.<\/p>\n\n\n\n
Know basic modeling principles and be able to apply non-linear models.<\/p>\n\n\n\n
Know what quality response models are and apply them where necessary.<\/p>\n\n\n\n
Know and apply panel data regression models<\/p>\n\n\n\n
Know and apply basic time series concepts and tools and make forecasts.<\/p>\n\n\n\n
Know basic regression routines and tools in Excel or R.<\/p>\n","protected":false},"excerpt":{"rendered":"
The learning outcomes of the course are: For students to understand the […]<\/p>\n","protected":false},"featured_media":1679,"template":"","semester":[88],"level":[98],"choice":[104],"class_list":["post-2406","courses","type-courses","status-publish","has-post-thumbnail","hentry","semester-4semester-eng","level-undergraduate-eng","choice-compulsory"],"acf":[],"_links":{"self":[{"href":"https:\/\/w1.aua.gr\/poa\/wp-json\/wp\/v2\/courses\/2406","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/w1.aua.gr\/poa\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/w1.aua.gr\/poa\/wp-json\/wp\/v2\/types\/courses"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/w1.aua.gr\/poa\/wp-json\/wp\/v2\/media\/1679"}],"wp:attachment":[{"href":"https:\/\/w1.aua.gr\/poa\/wp-json\/wp\/v2\/media?parent=2406"}],"wp:term":[{"taxonomy":"semester","embeddable":true,"href":"https:\/\/w1.aua.gr\/poa\/wp-json\/wp\/v2\/semester?post=2406"},{"taxonomy":"level","embeddable":true,"href":"https:\/\/w1.aua.gr\/poa\/wp-json\/wp\/v2\/level?post=2406"},{"taxonomy":"choice","embeddable":true,"href":"https:\/\/w1.aua.gr\/poa\/wp-json\/wp\/v2\/choice?post=2406"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}