[seminarios-tcrp] correction of Room number: Tutorial. "Unsupervised Learning: From Single Clustering to Ensemble Methods"
- From: Ana Fred <afred@xxxxxxxx>
- To: seminarios-tcrp@xxxxxxxxxxxxx, it.lx@xxxxxxxx, isr-torre@xxxxxxxxxxxxxx
- Date: Thu, 2 Apr 2009 14:27:18 +0100
Dear All,
I will be presenting a tutorial (3hours duration) on Clustering, next
Thursday, April 9, 2009. Those interested to attend are welcome.
Details concerning contents and location can be found below. For those
who have not access to the 11th floor of the North Tower, I kindly ask
you to meet me at the 10th floor (by the lift) at 12:50.
Best Regards,
Ana Fred
-----------
Tutorial: Unsupervised Learning: From Single Clustering to Ensemble Methods
Presenter: Prof. Ana Fred
Date: April 9 2009, 13h-16h
Location: Room 11.26, 11th floor, North Tower, Instituto Superior Técnico
Topics addressed:
1. Basic Concepts of data clustering
1.1 Problem formulation
1.2 Taxonomies of Clustering Techniques
1.3. Difficulties and open problems
2. Clustering Algorithms
2.1 Hierarchical Methods (Single-link; Complete link;
Dissimilarity Increments)
2.2 Partitional Methods (K-means; Spectral Clustering; EM Gaussian
Mixture Decomposition)
3. Validation of Custering Solutions
3.1. Cluster Validity Measures
4. Clustering Ensemble Methods
4.1. Basic Formulation
4.2. Evidence Accumulation Clustering (EAC)
4.3. Multi-Criteria EAC
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