Publications

71 entries « 2 of 2 »

2008

Ntoutsi, Irene; Kalousis, Alexandros; Theodoridis, Yannis

A general framework for estimating similarity of datasets and decision trees: exploring semantic similarity of decision trees Inproceedings

Proceedings of the SIAM International Conference on Data Mining, SDM 2008, April 24-26, 2008, Atlanta, Georgia, USA, pp. 810–821, 2008.

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2007

Kalousis, Alexandros; Prados, Julien; Hilario, Melanie

Stability of feature selection algorithms: a study on high-dimensional spaces Journal Article

Knowl. Inf. Syst., 12 (1), pp. 95–116, 2007.

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Woznica, Adam; Kalousis, Alexandros; Hilario, Melanie

Learning to combine distances for complex representations Inproceedings

Machine Learning, Proceedings of the Twenty-Fourth International Conference (ICML 2007), Corvallis, Oregon, USA, June 20-24, 2007, pp. 1031–1038, 2007.

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Anagnostopoulos, Theodoros; Anagnostopoulos, Christos; Hadjiefthymiades, Stathes; Kalousis, Alexandros; Kyriakakos, Miltiadis

Path Prediction through Data Mining Inproceedings

Proceedings of the IEEE International Conference on Pervasive Services, ICPS 2007, 15-20 July, 2007, Istanbul, Turkey, pp. 128–135, 2007.

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2006

Prados, Julien; Kalousis, Alexandros; Hilario, Melanie

On Preprocessing of SELDI-MS Data and its Evaluation Inproceedings

19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA, pp. 953–958, 2006.

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Woznica, Adam; Kalousis, Alexandros; Hilario, Melanie

Distances and (Indefinite) Kernels for Sets of Objects Inproceedings

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 18-22 December 2006, Hong Kong, China, pp. 1151–1156, 2006.

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Woznica, Adam; Kalousis, Alexandros; Hilario, Melanie

Kernels on Lists and Sets over Relational Algebra: An Application to Classification of Protein Fingerprints Inproceedings

Advances in Knowledge Discovery and Data Mining, 10th Pacific-Asia Conference, PAKDD 2006, Singapore, April 9-12, 2006, Proceedings, pp. 546–551, 2006.

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2005

Kalousis, Alexandros; Prados, Julien; Hilario, Melanie

Stability of Feature Selection Algorithms Inproceedings

Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 27-30 November 2005, Houston, Texas, USA, pp. 218–225, 2005.

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Woznica, Adam; Kalousis, Alexandros; Hilario, Melanie

Kernels over Relational Algebra Structures Inproceedings

Advances in Knowledge Discovery and Data Mining, 9th Pacific-Asia Conference, PAKDD 2005, Hanoi, Vietnam, May 18-20, 2005, Proceedings, pp. 588–598, 2005.

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Kalousis, Alexandros; Prados, Julien; Rexhepaj, Elton; Hilario, Melanie

Feature Extraction from Mass Spectra for Classification of Pathological States Inproceedings

Knowledge Discovery in Databases: PKDD 2005, 9th European Conference on Principles and Practice of Knowledge Discovery in Databases, Porto, Portugal, October 3-7, 2005, Proceedings, pp. 536–543, 2005.

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2004

Kalousis, Alexandros; ã, Jo; Hilario, Melanie

On Data and Algorithms: Understanding Inductive Performance Journal Article

Machine Learning, 54 (3), pp. 275–312, 2004.

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Kalousis, Alexandros; Prados, Julien; -, Jean; Allard, Laure; Hilario, Melanie

Distilling Classification Models from Cross Validation Runs: An Application to Mass Spectrometry Inproceedings

16th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2004), 15-17 November 2004, Boca Raton, FL, USA, pp. 113–119, 2004.

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2003

Kalousis, Alexandros; Hilario, Melanie

Representational Issues in Meta-Learning Inproceedings

Machine Learning, Proceedings of the Twentieth International Conference (ICML 2003), August 21-24, 2003, Washington, DC, USA, pp. 313–320, 2003.

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2001

Kalousis, Alexandros; Hilario, Melanie

Model Selection via Meta-Learning: A Comparative Study Journal Article

International Journal on Artificial Intelligence Tools, 10 (4), pp. 525–554, 2001.

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Bensusan, Hilan; Kalousis, Alexandros

Estimating the Predictive Accuracy of a Classifier Inproceedings

Machine Learning: EMCL 2001, 12th European Conference on Machine Learning, Freiburg, Germany, September 5-7, 2001, Proceedings, pp. 25–36, 2001.

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Kalousis, Alexandros; Hilario, Melanie

Feature Selection for Meta-learning Inproceedings

Knowledge Discovery and Data Mining - PAKDD 2001, 5th Pacific-Asia Conference, Hong Kong, China, April 16-18, 2001, Proceedings, pp. 222–233, 2001.

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Hilario, Melanie; Kalousis, Alexandros

Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection Inproceedings

Principles of Data Mining and Knowledge Discovery, 5th European Conference, PKDD 2001, Freiburg, Germany, September 3-5, 2001, Proceedings, pp. 180–191, 2001.

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2000

Kalousis, Alexandros; Hilario, Melanie

Model selection via meta-learning: a comparative study Inproceedings

12th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2000), 13-15 November 2000, Vancouver, BC, Canada, pp. 406–413, 2000.

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Hilario, Melanie; Kalousis, Alexandros

Quantifying the Resilience of Inductive Classification Algorithms Inproceedings

Principles of Data Mining and Knowledge Discovery, 4th European Conference, PKDD 2000, Lyon, France, September 13-16, 2000, Proceedings, pp. 106–115, 2000.

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1999

Kalousis, Alexandros; Theoharis, Theoharis

NOEMON: Design, implementation and performance results of an intelligent assistant for classifier selection Journal Article

Intell. Data Anal., 3 (5), pp. 319–337, 1999.

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1995

Vazirgiannis, Michalis; Kalousis, Alexandros; Hatzopoulos, Michael

KNOWEL: A Hypermedia Knowledge Editor Inproceedings

6th Int. Conf. and Workshop on Database and Expert Systems Applications, DEXA'95, London, United Kingdom, September 4-8, 1995, Workshop Proceedings., pp. 178–187, 1995.

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71 entries « 2 of 2 »