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Alexandros Kalousis

Papers on DiSC'06


Stability of Feature Selection Algorithms

Publications


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Alexandros Kalousis

Adam Woznica , Alexandros Kalousis, Melanie Hilario : Kernels on Lists and Sets over Relational Algebra: An Application to Classification of Protein Fingerprints. PAKDD 2006 : 546-551

Alexandros Kalousis, Julien Prados , Melanie Hilario : Stability of Feature Selection Algorithms. ICDM 2005 : 218-225

Adam Woznica , Alexandros Kalousis, Melanie Hilario : Kernels over Relational Algebra Structures. PAKDD 2005 : 588-598

Alexandros Kalousis, Julien Prados , Elton Rexhepaj , Melanie Hilario : Feature Extraction from Mass Spectra for Classification of Pathological States. PKDD 2005 : 536-543

Alexandros Kalousis, Julien Prados , Jean-Charles Sanchez , Laure Allard , Melanie Hilario : Distilling Classification Models from Cross Validation Runs: An Application to Mass Spectrometry. ICTAI 2004 : 113-119

Alexandros Kalousis, Joao Gama , Melanie Hilario : On Data and Algorithms: Understanding Inductive Performance. Machine Learning 54 (3): 275-312 (2004)

Alexandros Kalousis, Melanie Hilario : Representational Issues in Meta-Learning. ICML 2003 : 313-320

Hilan Bensusan , Alexandros Kalousis: Estimating the Predictive Accuracy of a Classifier. ECML 2001 : 25-36

Alexandros Kalousis, Melanie Hilario : Feature Selection for Meta-learning. PAKDD 2001 : 222-233

Melanie Hilario , Alexandros Kalousis: Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection. PKDD 2001 : 180-191

Alexandros Kalousis, Melanie Hilario : Model Selection via Meta-Learning: A Comparative Study. International Journal on Artificial Intelligence Tools 10 (4): 525-554 (2001)

Alexandros Kalousis, Melanie Hilario : Model selection via meta-learning: a comparative study. ICTAI 2000 : 406-413

Melanie Hilario , Alexandros Kalousis: Quantifying the Resilience of Inductive Classification Algorithms. PKDD 2000 : 106-115

Alexandros Kalousis, Theoharis Theoharis : NOEMON: Design, implementation and performance results of an intelligent assistant for classifier selection. Intell. Data Anal. 3 (5): 319-337 (1999)

Michalis Vazirgiannis , Alexandros Kalousis, Michael Hatzopoulos : KNOWEL: A Hypermedia Knowledge Editor. DEXA Workshop 1995 : 178-187

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