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Symposium "From Machine Learning to Data Mining"

Monday, June 3, 2002, Leuven, Belgium

K.U.Leuven
Katholieke Universiteit Leuven
Departement Computerwetenschappen

[Program] [Registration] [Roadmap] [Abstracts]

The symposium has been a success. We had 63 participants from Belgium and the Netherlands. The slides of the presentations can be found below.

Some pictures/foto's of June 3, 2002.

A report written by Arno Knobbe.


The research group Declarative Languages and Artificial Intelligence organises:

Symposium "From Machine Learning to Data Mining"

With support from

Attendance is free, but registration is required (May 27 at the latest).

PhD defence

After the symposium, at 16h30, there is a PhD defence (in Dutch) by Wim Van Laer:
"From Propositional to First Order Logic in Machine Learning and Data Mining -- Induction of first order rules with ICL"

The announcement of the symposium is also available in text format.



Program

[Top] [Program] [Registration] [Roadmap] [Abstracts]

Symposium "From Machine Learning to Data Mining"
Monday June 3

9:30 am Welcome and coffee
9:45 am Opening of the seminar
10:00 am Inductive databases : a declarative data mining approach
Luc De Raedt, Albert-Ludwigs-Universität Freiburg, Germany
slides: PDF
11:00 am Coffee break
11.20 am Building and mining the multidimensional HIV data cube
Elke Van Craenenbroeck and Luc Dehaspe, PharmaDM, Leuven, Belgium
slides: PDF
12.20 pm Sandwich lunch
13.40 pm Descriptive data mining: current issues
Peter Flach, University of Bristol, UK
slides: PDF -- Powerpoint
14.40 pm Coffee Break
15.00 pm Is Combining Classifiers Better than Selecting the Best One?
Saso Dzeroski, Jozef Stefan Institute, Slovenia
slides: postscript
16.00 pm Coffee Break
The seminar will be followed by Wim Van Laer's PhD defense at 16h30.

PhD defense Wim Van Laer
Monday June 3

"From Propositional to First Order Logic in Machine Learning and Data Mining -- Induction of first order rules with ICL"
(Van Propositionele naar Eerste Orde Logica in Automatisch Leren en Gegevensontginning -- Inductie van eerste orde regels met ICL)

16.30 pm Presentation (this will be in Dutch)
17.15 pm Questions
The defense is followed by a reception.


Registration

[Top] [Program] [Registration] [Roadmap] [Abstracts]
Attendance is free, but registration is required (May 27 at the latest). It is possible to order lunch (sandwiches) at € 10 per person. Your email address (required) :

Your full name (required) :

Your affiliation (optional) :

I want to register for (please specify) :

Remarks :


Roadmap

[Top] [Program] [Registration] [Roadmap] [Abstracts]
All activities will take place in auditorium De Molen, Kasteelpark Arenberg 50 in Heverlee, Leuven.

A detailed description and a map showing how to get there can be found at the Computer Science webpages. De Molen is building 32 on the map.

Leuven is at the junction of the E40 highway (Brussels-Leuven-Liege-Aachen-Koln) and the E314 highway (Leuven-Hasselt-Genk-Maastricht-Aachen). Leave the E314 on exit nr.15.

Abstracts of presentations

[Top] [Program] [Registration] [Roadmap] [Abstracts]

Inductive databases : a declarative data mining approach

by Luc De Raedt, Albert-Ludwigs-Universität Freiburg, Germany

Building and mining the multidimensional HIV data cube

by Elke Van Craenenbroeck and Luc Dehaspe, PharmaDM, Leuven, Belgium

Descriptive data mining: current issues

by Peter Flach, University of Bristol, UK

Is Combining Classifiers Better than Selecting the Best One?

by Saso Dzeroski, Jozef Stefan Institute, Slovenia
slides: postscript

We empirically evaluate several state-of-the-art methods for constructing ensembles of classifiers with stacking and show that they perform (at best) comparably to selecting the best classifier from the ensemble by cross validation. We then propose a new method for stacking, that uses multi-response model trees at the meta-level, and show that it clearly outperforms existing stacking approaches, as well as selecting the best classifier from the ensemble by cross validation.


Last change of this page: August 26, 2002
This page is maintained by Wim Van Laer.