MSCI 679 - Principles of Dependent Data Structure Modeling

Spring (3) G. Chiu Prerequisite(s): MSCI 669

Field data often violate the independence assumption that is required by standard linear and generalized linear/additive regression models. In this course, modeling needs are showcased through research examples from the environmental sciences. Basic modeling frameworks are introduced to equip the student with the ability to (a) recognize dependencies that require special handling, (b) apply the simplest relevant models to assess the need for more advanced modeling, and (c) to locate advanced modeling reference materials. This course covers a wide range of statistical topics, from intermediate to advanced.