| Vol-950 urn:nbn:de:0074-950-3 Copyright © 2012 for the individual papers by the papers' authors. Copying permitted only for private and academic purposes. This volume is published and copyrighted by its editors.

# PlanLearn 2012
International Workshop on Planning to Learn 2012

### Proceedings of the International Workshop on Planning to Learn (PlanLearn 2012)

#### Collocated with the 2012 European Conference on Artificial Intelligence (ECAI 2012)

### Montpellier, France, August 28, 2012.

Edited by

### Joaquin Vanschoren *
Pavel Brazdil **
Jörg-Uwe Kietz ***

* Leiden University, LIACS, Niels Bohrweg 1, 2333 CA Leiden, The Netherlands
** University of Porto, LIAAD-INESC Porto L.A. / FEP, Rua de Ceuta 118, 6.piso, 4050-190 Porto, Portugal
*** University of Zürich, Department of Informatics, Binzmühlestrasse 14, CH-8050 Zürich, Switzerland

## Table of Contents

### Cover

### Preface

### Invited Talk Abstracts

- Opportunities for Automated Workflow and Planning with Robot Scientists 1-3
  Ross D. King
- Planning to Learn: Recent Developments and Future Directions 4-5
  Filip Železný

### Technical Papers

- Combining Meta-Learning and Optimization Algorithms for Parameter Selection 6-7
  Taciana Gomes, Pericles Miranda, Ricardo Prudêncio, Carlos Soares, Andre Carvalho
- Formal Frame for Data Mining with Association Rules - a Tool for Workflow Planning 8-9
  Jan Rauch, Milan Šimůnek
- Designing KDD-Workflows via HTN-Planning for Intelligent Discovery Assistance 10-17
  Jörg-Uwe Kietz, Floarea Serban, Abraham Bernstein, Simon Fischer
- Experimental Evaluation of the e-LICO Meta-Miner 18-19
  Phong Nguyen, Alexandros Kalousis, Melanie Hilario
- Selecting Classification Algorithms with Active Testing on Similar Datasets 20-27
  Rui Leite, Pavel Brazdil, Joaquin Vanschoren
- Predicting the Accuracy of Regression Models in the Retail Industry 28-29
  Fábio Pinto, Carlos Soares
- The Experiment Database for Machine Learning 30-37
  Joaquin Vanschoren

### Complete proceedings

20-Dec-2012: submitted by Joaquin Vanschoren
22-Dec-2012: published on CEUR-WS.org