Alexandros Kalousis

Alexandros Kalousis Professor HES, Senior lecturer CS UNIGE
alexandros.kalousis@hesge.ch
+41 22 388 63 584

Bio

Alexandros Kalousis is a Professor at the University of Applied Sciences, Western Switzerland in the Geneva School of Business Administration, where he leads the Data Mining and Machine Learning group. He also holds a "Chargé de Cours" position in Department of Computer Science at the University of Geneva. He received his PhD from the University of Geneva in the area of machine learning. He has a BSc and MSc in Computer Science in the University of Athens, Greece.

He publishes regularly in the top venues of data mining and machine learning, such as ICML, NIPS, ICDM, KDD, SDM, ECML/PKDD. He is a regular program committee member of all main machine learning and data mining conferences.

Research

Over the years he has explored a variety of research problems, such as metric and kernel learning, feature selection and dimensionality reduction, regularisation, and meta-learning. He is currently exploring different research problems such as structured regularisation, learning of dynamical systems, life-long learning, imitation and reinforcement learning, many of them using deep learning methods.

Publications

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2005

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.

BibTeX

63 entries « 2 of 2 »