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Unit of study_
COMP5270: Randomised and Advanced Algorithms
2026 unit information
This unit of study will provide a rigorous introduction to a range of techniques and paradigms central to modern algorithm design, with a focus on randomised algorithms. The unit will emphasise the theoretical underpinnings of these algorithms and their mathematical guarantees, and provide intuition and understanding through a range of practical applications and examples such as probabilistic data structures, hashing, approximation algorithms, and streaming algorithms.
Unit details and rules
Managing faculty or University school:
Engineering
| Study level | Postgraduate |
|---|---|
| Academic unit | Computer Science |
| Credit points | 6 |
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Prerequisites:
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None |
|---|---|
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Corequisites:
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None |
| Prohibitions:
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COMP4270 |
| Assumed knowledge:
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(COMP9123 or COMP2123 or COMP2823) and (COMP3027 or COMP3927) or equivalent and discrete mathematics and probability as covered in (MATH1064 or MATH1964) or equivalent |
At the completion of this unit, you should be able to:
- LO1. Produce a clear account of an algorithm, that would allow others to understand and implement it
- LO2. Learn about new algorithms by searching for descriptions in textbooks or online
- LO3. Read, understand, analyze and modify a given algorithm. Ability to design efficient algorithmic solutions for given problems and evaluate the proposal
- LO4. Analyze the complexity of a given algorithm, in terms of the different computational resources involved (time, memory, etc.)
- LO5. Understand the fundamental concepts of randomisation and randomness in computing
- LO6. Knowledge and mastery of key techniques to design and analyse randomised algorithms.
- LO7. Apply knowledge of fundamental randomized algorithms and algorithmic techniques to several problems, especially streaming, optimization, scheduling, and graph problems.
Unit availability
This section lists the session, attendance modes and locations the unit is available in. There is a unit outline for each of the unit availabilities, which gives you information about the unit including assessment details and a schedule of weekly activities.
The outline is published 2 weeks before the first day of teaching. You can look at previous outlines for a guide to the details of a unit.
| Session | MoA ? | Location | Outline ? |
|---|---|---|---|
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Semester 1 2026
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Normal day | Camperdown/Darlington, Sydney |
Outline unavailable
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Modes of attendance (MoA)
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