Prognosis-based Decision Support in Medicine

A Divide and Conquer Approach

Ammen Abu-Hanna1 and Nicolette de Keizer1,2

1 Department of Medical Informatics, AMC-University of Amsterdam

Meibergdreef 15, 1105 AZ Amsterdam, The Netherlands

2 National Intensive Care Evaluation (NICE) Foundation

Space Partitioning for Instance Reduction in

Lazy Learning Algorithms

M.C. Ainslie and J.S. Sanchez

Dept. de Llenguatges i Sistemes Informatics, Universitat Jaume I,

Campus Riu Sec, E-12071 Castello, Spain

E-mail:

Feeding Data Mining

Paolo Avesani, Emanuele Olivetti, and Angelo Susi

ITC-IRST,

Via Sommarive 18 - Loc. Pant`e, I-38050 Povo, Trento, Italy

favesani,olivetti,

Describing Decision Support, Data Mining, and

Text/Web Mining Studies in SolEuNet

Marko Bohanec, Bojan Cestnik, Marko Grobe1nik, Dunja Mladenić

Jožef Stefan Institute, Ljubljana, Slovenia

Mario Alves, A1ipio Jorge

LIACC, Oporto, Portugal

Sleve Moyle

Oxford University, Oxford, UK

S-fold Meta-Combiner for Unknown Values Processing:

Case Study for Various Values of S

Ivan Bruha 1

1 McMaster University, Dept. Computing & Software

Hamilton, Ont., Canada L8S4K1

Data Mining for Decision Support in Marketing: A Case Study in Targeting a Marketing Campaign

Bojan Cestnik1, 5, Nada Lavrač1, Filip Železny2,

Dragan Gamberger3, Ljupčo Todorovski1, Miro Kline4

1 Jožef Stefan Institute, Ljubljana, Slovenia

2 Czech Technical University, Prague, Czech Republic

3 Rudjer Bošković Institute, Zagreb, Croatia

4 Kline&Kline, Ljubljana, Slovenia

5 Temida, Ljubljana, Slovenia

Subgroup Visualization: A Method

and Application in Population Screening

Dragan Gamberger 1, Nada Lavrač 2, Dietrich Wettschereck 3

1Rudjer Bošković Institute, Bijenička 54, 10000 Zagreb, Croatia

2Jožef Stefan Institute, Jamova 39, SI-1000 Ljubljana, Slovenia

3University of Applied Sciences, Bonn-Rhein-Sieg, 53757 Sankt Augustin, Germany

Combined Data Mining and Decision Support

Approach to the Prediction of Academic Achievement

Silvana Gasar 1, Marko Bohanec 2,3, Vladislav Rajkovi_ 4,2

1High School Jesenice, Ruparjeva 2, SI-4270 Jesenice, Slovenia

2Institute Jožef Stefan, Jamova 39, SI-1000 Ljubljana, Slovenia

3University of Ljubljana, School of Public Administration Ljubljana, Slovenia

4University of Maribor, Faculty of Organisational Sciences, Kranj, Slovenia

A Post-processing Environment for Browsing

Large Sets of Association Rules 1

Alipio Jorge1 , Joăo Poças2, Paulo Azevedo3

1 LIACC/FEP, Universidade do Porto, Portugal

2 Instituto Nacional de Estatística, Portugal

3 Universidade do Minho, Portugal

Combination of Task Description Strategies and

Case Base Properties for Meta-Learning

Christian Köpf and Ioannis Iglezakis

DaimlerChrysler AG, Research & Technology, RIC/AM, P.O.-Box 2360,

D-89013 Ulm, Germany

{christian.koepf,ioannis.iglezakis}@daimlerchrysler.com

Supporting the Need for the Incremental Mining of a

Large National Medical Dataset by Epidemiologists

Tim Langford, Peter A. Flach

Department of Computer Science, University of Bristol,

Woodland Road, Bristol BS8 1UB, U.K..

{langford, flach}@cs.bris.ac.uk

Rule induction for subgroup discovery with

CN2-SD

Nada Lavrač1, Peter Flach2, Branko Kavšek1, and Ljupco Todorovski1

1 Institute Jožef Stefan, Jamova 39, 1000 Ljubljana, Slovenia

{Nada.Lavrac,Branko.Kavsek,Ljupco.Todorovski}@ijs.si

2 University of Bristol, Bristol, UK

Large and Tall Buildings: A case study in the

application of Decision Support and Data Mining

Steve Moyle1, Marko Bohanec2,3, and Eric Ostrowski4

1 Oxford University Computing Laboratory, Oxford, UK

2 Jozef Stefan Institute, Ljubljana, Slovenia

3 University of Ljubljana, School of Public Administration, Sloveniamarko.

4 EC Harris, London, UK

Committee-Based Selective Sampling

with Parameters Set by Meta-Learning

Miloslav Nepil and Luboš Popelinsky

KD Group at Faculty of Informatics

Masaryk University in Brno, Czech Republic

{nepil,popel}@fi.muni.cz

Characterising Dataset with Tree Structure for Meta-

Learning

Yonghong Peng1 Peter A Flach1 Carlos Soares2 Pavel Brazdil2

1 Department of Computer Science, University of Bristol, UK

{yh.peng,peter.flach}@bristol.ac.uk

2 LIACC, University of Porto, Portugal

{csoares,pbrazdil}@liacc.up.pt

Meta-Learning for Stacked Classification

Alexander K. Seewald

Austrian Research Institute for Artificial Intelligence, Schottengasse 3

A-1010 Wien, Austria

Problem Dispatching Policies for Collaborative Case-Based Reasoning

Simon C. K. Shiu and Feng Zhang

Department of Computing, The Hong Kong Polytechnic University,

Hong Kong, China

{csckshiu | cszhangf}@comp.polyu.edu.hk

A Comparative Study of Some Issues

Concerning Algorithm Recommendation using

Ranking Methods

Carlos Soares and Pavel Brazdil

LIACC/Faculty of Economics, University of Porto, R. Campo Alegre 823, 4150-180

Porto, Portugal, {csoares,pbrazdil}@liacc.up.pt

Collaborative Data Mining and Data

Exchange: A Case Study

Olga Štepankova, Jiri Klema, Petr Mikšovsky

Department of Cybernetics, CTU Prague,

Technicka 2, 166 27 Prague 6, Czech Republic,

{step,klema,miksovsp}@labe.felk.cvut.cz

Qualitative Clustering of Short Time-Series:

A Case Study of Enterprises Reputation Data

Ljupčo Todorovski1, Bojan Cestnik2, Miro Kline3,

Nada Lavrač1, and Sašo Džeroski1

1 Department or Intelligent Systems, Jožef Stefan Institute

Jamova 39, SI-1000 Ljubljana, Slovania

{Ljupco.Todorovski, Saso.Dzeroski, Nada.Lavrac}@ijs.si

2 Temida, Grassellijeva 20, SI-1000 Ljubljana, Slovenia

3 Kline & Kline, Smrekarjeva 21, SI-1000 Ljubljana, Slovenia

Combining Data Mining and Artificial Neural Networks for Decision Support

Sérgio Viademonte and Frada Burstein

School of Information Management and Systems

Monash University

PO 197 Caulfield East

3145 Victoria, Australia

{sergio.viademonte;frada.burstein}@sims.monash.edu.au

Factor Analysis Optimization: Applied on

Natural Language Knowledge Discovery

Robert J. Watts1, Alan L. Porter, Ph.D.2, Donghua Zhu, Ph.D.3

1 U.S. Army Tank-automotive and Armaments Command, Advanced Vehicle Technologies, Warren, Michigan

2 Search Technology, Inc.,Technology Policy & Assessment Center, Georgia Tech. Georgia

3School of Management & Economics, Beijing Institute of Technology, Beijing, China

A KDDSE-independent PMML Visualizer

Dietrich Wettschereck_

University of Applied Sciences, Bonn-Rhein-Sieg, Grantham Allee 20, 53757 Sankt Augustin,

Germany,

Feature Selection with Labelled and Unlabelled Data

Shaomin Wu and Peter A. Flach

Department of Computer Science, University of Bristol,

Woodland Road, Bristol BS8 1UB, U.K

{shaomin,flach}@cs.bris.ac.uk

Model Selection for Dynamic Processes

Shaomin Wu and Peter A. Flach

Department of Computer Science, University of Bristol,

Woodland Road, Bristol BS8 1UB, U.K

{shaomin,flach}@cs.bris.ac.uk