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COM8400 - Lecture materials
- Lecture slides will be added here (normally one or two days
before lectures) as we go along.
- There are two files (of 4-up for students and one 1-up for
the lecturer) with lecture slides per hour (numbered
consecutively).
| Lecture |
Subject |
Student copies |
Lecturer slides |
Other Files / Links |
| 1: Thu 26 Feb |
Introduction to course and data mining overview |
PDF, 4up |
PDF, 1up |
KDnuggets poll: Largest databases mined |
| 2: Thu 26 Feb |
The data mining process |
PDF, 4up |
PDF, 1up |
Competing
on Analytics (Davenport, 2006)
10
Challenging problems in Data Mining (Yang, 2006) |
| 3: Thu 5 Mar |
Data issues in data mining |
PDF, 4up |
PDF, 1up |
KDnuggets poll: Data types analysed |
| 4: Thu 5 Mar |
Data pre-processing |
PDF, 4up |
PDF, 1up |
|
| 5: Thu 12 Mar |
Data integration and linkage |
PDF, 4up |
PDF, 1up |
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| 6: Thu 12 Mar |
More on data linkage |
PDF, 4up |
PDF, 1up |
|
| 7: Thu 19 Mar |
Introduction to association mining |
PDF, 4up
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PDF, 1up
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KDnuggets poll: Data mining methods |
| 8: Thu 19 Mar |
Advanced association mining |
PDF, 4up |
PDF, 1up |
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| 9: Thu 26 Mar |
Introduction to cluster analysis |
PDF, 4up |
PDF, 1up |
KDnuggets poll: Analysis types and Applications |
| 10: Thu 26 Mar |
Advanced cluster analysis |
PDF, 4up |
PDF, 1up |
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| 11: Thu 2 Apr |
Classification and prediction: Introduction and
decision tree induction |
PDF, 4up |
PDF, 1up |
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| 12: Thu 2 Apr |
Classification and prediction: Bayesian
classification and evaluating classifier accuracy |
PDF, 4up |
PDF, 1up |
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| 13: Thu 9 Apr |
Classification and prediction: Rule-based
classification and artificial neural networks |
PDF, 4up |
PDF, 1up |
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| 14: Thu 9 Apr |
Classification and prediction: Support vector machines,
other classification methods, and prediction |
PDF, 4up |
PDF, 1up |
SVM visualisation (from YouTube) |
| Mid Semester Break (Saturday 12 April - Sunday
27 April) |
| There will be no lectures in the first week after the
break (Peter is away) |
| 15: Thu 7 May |
Mining data streams and time series |
PDF, 4up |
PDF, 1up |
KDnuggets poll: Types of data analyzed/mined |
| 16: Thu 7 May |
Privacy-preserving data mining and data sharing |
PDF, 4up |
PDF, 1up |
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| 17: Thu 14 May |
Text data mining |
PDF, 4up |
PDF, 1up |
Paper:
Sebastiani,
2002: Machine learning in automated text categorization
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| 18: Thu 14 May |
Web data mining |
PDF, 4up |
PDF, 1up |
KDnuggets poll: Web mining experience |
| 19: Thu 28 May |
Guest lecture Graham Williams (ATO) |
PDF, 6up |
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| 20: Thu4 June |
Data mining trends, social impacts, and course review |
PDF, 4up |
PDF, 1up |
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Last modified: 3/06/2009, 09:06
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