units

FIT5166

Faculty of Information Technology

18 September 2017 22 November 2024
Monash University

Postgraduate - Unit

This unit entry is for students who completed this unit in 2015 only. For students planning to study the unit, please refer to the unit indexes in the the current edition of the Handbook. If you have any queries contact the managing faculty for your course or area of study.

print version

6 points, SCA Band 2, 0.125 EFTSL

Refer to the specific census and withdrawal dates for the semester(s) in which this unit is offered.

LevelPostgraduate
FacultyFaculty of Information Technology
OfferedCaulfield Second semester 2015 (Day)

Synopsis

This unit presents students with the theory and practice underlying computerised information retrieval. Topics covered include: history and context of information retrieval systems, retrieval models, Boolean, vector space and probabilistic, evaluation strategies, test collections, web search engines, indexing, content-based multimedia retrieval and relevance feedback.

Outcomes

At the completion of this unit students will:

  • appreciate the context and application of information retrieval systems;
  • understand the different models of information retrieval and their comparative advantages and disadvantages;
  • understand how objective and subjective evaluation strategies are used with information retrieval systems;
  • be conversant with the issues and challenges of managing very large collections of heterogeneous data for information retrieval;
  • understand how web search engines and search algorithms are constructed, utilised and deployed;
  • appreciate how to index different media;
  • understand how information retrieval systems can be used for the retrieval of audio-visual information;
  • appreciate the theoretical and practical underpinnings of relevance feedback in information retrieval systems.

Assessment

Examination (2 hours): 50%; In-semester assessment: 50%

Workload requirements

Minimum total expected workload equals 12 hours per week comprising:

(a.) Contact hours for on-campus students:

  • Two hours of lectures
  • One 2-hour laboratory

(b.) Additional requirements (all students):

  • A minimum of 8 hours independent study per week for completing lab and project work, private study and revision.

See also Unit timetable information

Chief examiner(s)

Dr Grace Rumantir

Prerequisites

(FIT9131 or FIT5131 or FIT9017) and (FIT9132 or FIT5132 or FIT9003 or FIT9019)) or equivalent

Additional information on this unit is available from the faculty at:

http://www.infotech.monash.edu.au/units/fit5166/