Unit

School Of Computing, Engineering And Mathematics

Advanced Statistical MethodsWestern Sydney University Unit Code: 301115.1

Discipline: STATISTICS

Student Contribution Band: 2

Level: 7

Credit Points: 10

Prerequisite
301113 Programming for Data Science AND 301114 The Nature of Data

Corequisite
301044 Data Science

Unit Enrolment Restrictions
Students must be enrolled in a postgraduate course.


About this Unit
There has been a significant trend away from simple statistical models for complex and Big Data. Advanced Statistical Methods is a technical unit that looks at computer intensive statistical techniques for modelling complex data. Students will learn about methods including Density Estimation, the Expectation-Maximisation (EM) algorithm, Bayesian, Markovian and Hidden Markov Models, enabling them to apply sophisticated statistical tools in a Data Science setting.

Special Requirements - Essential Equipment
Access to a computer is required.



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