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Module Title |
Multimedia Information Retrieval
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Module Code |
CA437
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School |
Computing
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Online Module Resources
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| Module Co-ordinator | Dr Gareth Jones | Office Number | L2.01D |
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Level |
4
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Credit Rating |
5
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Pre-requisite |
None
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Co-requisite |
None
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Module Aims
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The aim of this module is to present the student with an overview and an understanding of how content-based information retrieval operations, work. The module covers content-based operations such as indexing, retrieval, filtering, summarisation,and information extraction and is applied to text, image, spoken audio and digital video information. The module includes coverage of these topics as they are applied to the WWW.
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Learning Outcomes
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On completion of this module, the student will be able to
7 Demonstrate a clear understanding of the principles underlying information retrieval systems. (PO1)
7 Apply information retrieval techniques to a range of applied problems. (PO1, PO2)
7 Interpret an information retrieval system requirement, and design a suitable solution system. (PO1, PO2, PO3)
7 Describe and justify a plan for implementation and testing of designed solution (PO5, PO6)
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Indicative Time Allowances
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Hours
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Lectures |
24
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Tutorials |
0
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Laboratories |
0
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Seminars |
0
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Independent Learning Time |
51
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Total |
75
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Placements |
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Assignments |
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NOTE
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Assume that a 5 credit module load represents approximately 75 hours' work, which includes all teaching, in-course assignments, laboratory work or other specialised training and an estimated private learning time associated with the module.
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Indicative Syllabus
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Basic information retrieval operations covering indexing, retrieval, filtering, clustering,summarisation, abstraction
INFORMATION RETRIEVAL ON TEXT
Retrieval using metadata including SGML, XML, XSL, HTML, Dublin Core, the Warwick Framework Conventional approaches to IR, stemming and stopwords, inverted files, term weighting, term weighting models, ranking, relevance feedback, query expansion
INFORMATION RETRIEVAL ON IMAGES
Indexing images by colour histograms, by texture, by shape Indexing images by recognised objects
INFORMATION RETRIEVAL ON DIGITAL AUDIO:
Speech recognition and indexing by words, by phones Retrieval vs. browsing in digital audio Example audio retrieval systems
INFORMATION RETRIEVAL ON DIGITAL VIDEO:
Shot boundary detection techniques Keyframe identification and extraction Indexing shots and indexing scenes Browsing systems for digital audio, browsing digital TV
ENGINEERING INFORMATION RETRIEVAL SYSTEMS
Distributed and networked based information retrieval Scaling to very large retrieval systems Digital Libraries
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| Assessment | | Continuous Assessment | 25% | Examination Weight | 75% |
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Indicative Reading List
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Essential
Modern Information Retrieval (Edition 1st), R Baeza-Yates and B Ribeiro-Neto, Addison Wesley Longman Higher Education, 1999
ISBN: 0201-139829X
Supplementary
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Contribution to Programme Areas:
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Science & Mathematics
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Discipline - specific Technology
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Information and Communications Technology
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Design and Development
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Engineering Practice
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Social and Business Context
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3
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4
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3
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4
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2
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0
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Contribution to Programme Outcomes:
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Knowledge and Its Application:
The ability to derive and apply solutions from a knowledge of sciences, engineering sciences, technology and mathematics
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Problem Solving:
The ability to identify, formulate, analyse and solve engineering problems;
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Design:
The ability to design a system, component or process to meet specified needs, to design and conduct experiments and to analyse and interpret data;
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Ethical Practice:
An understanding of the need for high ethical standards in the practice of engineering, including the responsibilities of the engineering profession towards people and the environment
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Effective Work and Learning:
The ability to work effectively as an individual, in teams and in multidisciplinary settings together with the capacity to undertake lifelong learning;
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Effective Communication:
The ability to communicate effectively with the engineering community and with society at large
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3
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3
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3
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1
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2
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3
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Teaching & Learning Strategies/Assessment Methodology:
The fundamental principles of information retrieval are assessed within a standard written examination. The examination also assesses candidates’ ability to apply information retrieval methods in short applied scenarios. Candidates submit a written continuous assessment addressing a novel system requirement for a information retrieval system. This should address a system combining together multiple topic areas from the module, and not be currently available as a commercial product. Candidates are asked to provide technical background with formal technical citations, a proposed system specification with justification of design choices, and details of an evaluation strategy to test their system. The final examination contributes 75% and the continuous assessment 25%.
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Programme or List of Programmes
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| BSSA | Study Abroad (DCU Business School) |
| BSSAO | Study Abroad (DCU Business School) |
| DME | B.Eng. in Digital Media Engineering |
| ECSA | Study Abroad (Engineering & Computing) |
| ECSAO | Study Abroad (Engineering & Computing) |
| HMSA | Study Abroad (Humanities & Soc Science) |
| HMSAO | Study Abroad (Humanities & Soc Science) |
| SHSA | Study Abroad (Science & Health) |
| SHSAO | Study Abroad (Science & Health) |
| Timetable this semester: Timetable for CA437 |
| Date of Last Revision | 18-AUG-05 |
| Archives: | |