Studying online (if an online offering is shown below)
There are now 2 possible online modes for units:
Units with modes Online timetabled and Online flexible are available for any student to self-enrol and study online.
Click on an offering mode for more details.
Unit Overview
- Description
The explosion in power of computers over recent times is changing the face of statistical science. Once upon a time, intuitively attractive statistical procedures had to be consigned to the waste bin if they led to unfathomable mathematical complications, or required masses of intricate calculations for their practical implementation. Now such difficulties can often be circumvented by using computer simulation and number crunching. This has led to the development and widespread use of many new statistical tools including the bootstrap, Markov Chain Monte Carlo methods and non-parametric kernel smoothing methods. Computer intensive statistical methods are not only in general use by statisticians, but are also applied by quantitative researchers in the life sciences, medicine and biological science, social sciences and business.
This unit gives a broad coverage of computer intensive methods with numerous applied examples, together with the underlying general concepts and basic theory. Particular emphasis is placed on the use of these methods in real statistical applications. Data sets are analysed using the statistical package R. Topics are selected from the following: simulation and Monte Carlo, bootstrap methods, Markov Chain Monte Carlo (MCMC) methods and Bayesian inference, non-parametric kernel smoothing methods, and statistical/machine learning.
- Credit
- 6 points
- Offering
(see Timetable) Availability Location Mode Semester 2 UWA (Perth) Face to face - Details for undergraduate courses
- Level 4 elective
- Honours option in Mathematics and Statistics [Bachelor of Science (Honours)]
- Outcomes
Students are able to (1) appropriately apply computationally intensive statistical techniques in simulation studies and to real-world problems; (2) extend their knowledge of computational techniques in general, but statistical computing techniques in particular, and adapt known solutions to different situations; and (3) present results in a logical and coherent fashion and communicate effectively with others.
- Assessment
Indicative assessments in this unit are as follows: (1) assignments and (2) a final examination. Further information is available in the unit outline.
Student may be offered supplementary assessment in this unit if they meet the eligibility criteria.
- Unit Coordinator(s)
- Dr Michael Bertolacci
- Unit rules
- Contact hours
- 3-hours per week
- The availability of units in Semester 1, 2, etc. was correct at the time of publication but may be subject to change.
- All students are responsible for identifying when they need assistance to improve their academic learning, research, English language and numeracy skills; seeking out the services and resources available to help them; and applying what they learn. Students are encouraged to register for free online support through GETSmart; to help themselves to the extensive range of resources on UWA's STUDYSmarter website; and to participate in WRITESmart and (ma+hs)Smart drop-ins and workshops.
- Visit the Essential Textbooks website to see if any textbooks are required for this Unit. The website is updated regularly so content may change. Students are recommended to purchase Essential Textbooks, but a limited number of copies of all Essential Textbooks are held in the Library in print, and as an ebook where possible. Recommended readings for the unit can be accessed in Unit Readings directly through the Learning Management System (LMS).
- Contact hours provide an indication of the type and extent of in-class activities this unit may contain. The total amount of student work (including contact hours, assessment time, and self-study) will approximate 150 hours per 6 credit points.
Face to face
Predominantly face-to-face. On campus attendance required to complete this unit. May have accompanying resources online.
Online flexible
100% Online Unit. NO campus face-to-face attendance is required to complete this unit. All study requirements are online only. Unit is asynchronous delivery, with NO requirement for students to participate online at specific times.
Online timetabled
100% Online Unit. NO campus face-to-face attendance is required to complete this unit. All study requirements are online only. Unit includes some synchronous components, with a requirement for students to participate online at specific times.
Online Restricted
Not available for self-enrolment. Students access this mode by contacting their student office through AskUWA. 100% Online Unit.
NO campus face-to-face attendance. All study and assessment requirements are online only. Unit includes some timetabled activities, with a requirement for students to participate online at specific times. In exceptional cases (noted in the Handbook) students may be required to participate in face-to-face laboratory classes when a return to UWA’s Crawley campus becomes possible in order to be awarded a final grade.
External
No attendance or regular contact is required, and all study requirements are completed either via correspondence and/or online submission.
Off-campus
Regular attendance is not required, but student attends the institution face to face on an agreed schedule for purposes of supervision and/or instruction.
Multi-mode
Multiple modes of delivery. Unit includes a mix of online and on-campus study requirements. On campus attendance for some activities is required to complete this unit.