2008
|
Hilario, Melanie; Kalousis, Alexandros Approaches to dimensionality reduction in proteomic biomarker studies Journal Article Briefings in Bioinformatics, 9 (2), pp. 102–118, 2008. Links | BibTeX @article{DBLP:journals/bib/HilarioK08,
title = {Approaches to dimensionality reduction in proteomic biomarker studies},
author = {Melanie Hilario and Alexandros Kalousis},
url = {https://doi.org/10.1093/bib/bbn005},
doi = {10.1093/bib/bbn005},
year = {2008},
date = {2008-01-01},
journal = {Briefings in Bioinformatics},
volume = {9},
number = {2},
pages = {102--118},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
Prados, Julien; Kalousis, Alexandros; Hilario, Melanie Feature Selection with the logRatio Kernel Inproceedings Proceedings of the SIAM International Conference on Data Mining,
SDM 2008, April 24-26, 2008, Atlanta, Georgia, USA, pp. 177–187, 2008. Links | BibTeX @inproceedings{DBLP:conf/sdm/PradosKH08,
title = {Feature Selection with the logRatio Kernel},
author = {Julien Prados and Alexandros Kalousis and Melanie Hilario},
url = {https://doi.org/10.1137/1.9781611972788.16},
doi = {10.1137/1.9781611972788.16},
year = {2008},
date = {2008-01-01},
booktitle = {Proceedings of the SIAM International Conference on Data Mining,
SDM 2008, April 24-26, 2008, Atlanta, Georgia, USA},
pages = {177--187},
crossref = {DBLP:conf/sdm/2008},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/sdm/NtoutsiKT08,
title = {A general framework for estimating similarity of datasets and decision
trees: exploring semantic similarity of decision trees},
author = {Irene Ntoutsi and Alexandros Kalousis and Yannis Theodoridis},
url = {https://doi.org/10.1137/1.9781611972788.73},
doi = {10.1137/1.9781611972788.73},
year = {2008},
date = {2008-01-01},
booktitle = {Proceedings of the SIAM International Conference on Data Mining,
SDM 2008, April 24-26, 2008, Atlanta, Georgia, USA},
pages = {810--821},
crossref = {DBLP:conf/sdm/2008},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @article{DBLP:journals/kais/KalousisPH07,
title = {Stability of feature selection algorithms: a study on high-dimensional
spaces},
author = {Alexandros Kalousis and Julien Prados and Melanie Hilario},
url = {https://doi.org/10.1007/s10115-006-0040-8},
doi = {10.1007/s10115-006-0040-8},
year = {2007},
date = {2007-01-01},
journal = {Knowl. Inf. Syst.},
volume = {12},
number = {1},
pages = {95--116},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/icml/WoznicaKH07,
title = {Learning to combine distances for complex representations},
author = {Adam Woznica and Alexandros Kalousis and Melanie Hilario},
url = {http://doi.acm.org/10.1145/1273496.1273626},
doi = {10.1145/1273496.1273626},
year = {2007},
date = {2007-01-01},
booktitle = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
(ICML 2007), Corvallis, Oregon, USA, June 20-24, 2007},
pages = {1031--1038},
crossref = {DBLP:conf/icml/2007},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/icps/AnagnostopoulosAHKK07,
title = {Path Prediction through Data Mining},
author = {Theodoros Anagnostopoulos and Christos Anagnostopoulos and Stathes Hadjiefthymiades and Alexandros Kalousis and Miltiadis Kyriakakos},
url = {https://doi.org/10.1109/PERSER.2007.4283902},
doi = {10.1109/PERSER.2007.4283902},
year = {2007},
date = {2007-01-01},
booktitle = {Proceedings of the IEEE International Conference on Pervasive Services,
ICPS 2007, 15-20 July, 2007, Istanbul, Turkey},
pages = {128--135},
crossref = {DBLP:conf/icps/2007},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/cbms/PradosKH06,
title = {On Preprocessing of SELDI-MS Data and its Evaluation},
author = {Julien Prados and Alexandros Kalousis and Melanie Hilario},
url = {https://doi.org/10.1109/CBMS.2006.122},
doi = {10.1109/CBMS.2006.122},
year = {2006},
date = {2006-01-01},
booktitle = {19th IEEE International Symposium on Computer-Based Medical Systems
(CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA},
pages = {953--958},
crossref = {DBLP:conf/cbms/2006},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/icdm/WoznicaKH06,
title = {Distances and (Indefinite) Kernels for Sets of Objects},
author = {Adam Woznica and Alexandros Kalousis and Melanie Hilario},
url = {https://doi.org/10.1109/ICDM.2006.60},
doi = {10.1109/ICDM.2006.60},
year = {2006},
date = {2006-01-01},
booktitle = {Proceedings of the 6th IEEE International Conference on Data Mining
(ICDM 2006), 18-22 December 2006, Hong Kong, China},
pages = {1151--1156},
crossref = {DBLP:conf/icdm/2006},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/pakdd/WoznicaKH06,
title = {Kernels on Lists and Sets over Relational Algebra: An Application
to Classification of Protein Fingerprints},
author = {Adam Woznica and Alexandros Kalousis and Melanie Hilario},
url = {https://doi.org/10.1007/11731139_64},
doi = {10.1007/11731139_64},
year = {2006},
date = {2006-01-01},
booktitle = {Advances in Knowledge Discovery and Data Mining, 10th Pacific-Asia
Conference, PAKDD 2006, Singapore, April 9-12, 2006, Proceedings},
pages = {546--551},
crossref = {DBLP:conf/pakdd/2006},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/icdm/KalousisPH05,
title = {Stability of Feature Selection Algorithms},
author = {Alexandros Kalousis and Julien Prados and Melanie Hilario},
url = {https://doi.org/10.1109/ICDM.2005.135},
doi = {10.1109/ICDM.2005.135},
year = {2005},
date = {2005-01-01},
booktitle = {Proceedings of the 5th IEEE International Conference on Data Mining
(ICDM 2005), 27-30 November 2005, Houston, Texas, USA},
pages = {218--225},
crossref = {DBLP:conf/icdm/2005},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/pakdd/WoznicaKH05,
title = {Kernels over Relational Algebra Structures},
author = {Adam Woznica and Alexandros Kalousis and Melanie Hilario},
url = {https://doi.org/10.1007/11430919_68},
doi = {10.1007/11430919_68},
year = {2005},
date = {2005-01-01},
booktitle = {Advances in Knowledge Discovery and Data Mining, 9th Pacific-Asia
Conference, PAKDD 2005, Hanoi, Vietnam, May 18-20, 2005, Proceedings},
pages = {588--598},
crossref = {DBLP:conf/pakdd/2005},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/pkdd/KalousisPRH05,
title = {Feature Extraction from Mass Spectra for Classification of Pathological
States},
author = {Alexandros Kalousis and Julien Prados and Elton Rexhepaj and Melanie Hilario},
url = {https://doi.org/10.1007/11564126_55},
doi = {10.1007/11564126_55},
year = {2005},
date = {2005-01-01},
booktitle = {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},
pages = {536--543},
crossref = {DBLP:conf/pkdd/2005},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2004
|
Kalousis, Alexandros; ã, Jo; Hilario, Melanie On Data and Algorithms: Understanding Inductive Performance Journal Article Machine Learning, 54 (3), pp. 275–312, 2004. Links | BibTeX @article{DBLP:journals/ml/KalousisGH04,
title = {On Data and Algorithms: Understanding Inductive Performance},
author = {Alexandros Kalousis and Jo ã and Melanie Hilario},
url = {https://doi.org/10.1023/B:MACH.0000015882.38031.85},
doi = {10.1023/B:MACH.0000015882.38031.85},
year = {2004},
date = {2004-01-01},
journal = {Machine Learning},
volume = {54},
number = {3},
pages = {275--312},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/ictai/KalousisPSAH04,
title = {Distilling Classification Models from Cross Validation Runs: An Application
to Mass Spectrometry},
author = {Alexandros Kalousis and Julien Prados and Jean - and Laure Allard and Melanie Hilario},
url = {https://doi.org/10.1109/ICTAI.2004.51},
doi = {10.1109/ICTAI.2004.51},
year = {2004},
date = {2004-01-01},
booktitle = {16th IEEE International Conference on Tools with Artificial Intelligence
(ICTAI 2004), 15-17 November 2004, Boca Raton, FL, USA},
pages = {113--119},
crossref = {DBLP:conf/ictai/2004},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/icml/KalousisH03,
title = {Representational Issues in Meta-Learning},
author = {Alexandros Kalousis and Melanie Hilario},
url = {http://www.aaai.org/Library/ICML/2003/icml03-043.php},
year = {2003},
date = {2003-01-01},
booktitle = {Machine Learning, Proceedings of the Twentieth International Conference
(ICML 2003), August 21-24, 2003, Washington, DC, USA},
pages = {313--320},
crossref = {DBLP:conf/icml/2003},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @article{DBLP:journals/ijait/KalousisH01,
title = {Model Selection via Meta-Learning: A Comparative Study},
author = {Alexandros Kalousis and Melanie Hilario},
url = {https://doi.org/10.1142/S0218213001000647},
doi = {10.1142/S0218213001000647},
year = {2001},
date = {2001-01-01},
journal = {International Journal on Artificial Intelligence Tools},
volume = {10},
number = {4},
pages = {525--554},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/ecml/BensusanK01,
title = {Estimating the Predictive Accuracy of a Classifier},
author = {Hilan Bensusan and Alexandros Kalousis},
url = {https://doi.org/10.1007/3-540-44795-4_3},
doi = {10.1007/3-540-44795-4_3},
year = {2001},
date = {2001-01-01},
booktitle = {Machine Learning: EMCL 2001, 12th European Conference on Machine
Learning, Freiburg, Germany, September 5-7, 2001, Proceedings},
pages = {25--36},
crossref = {DBLP:conf/ecml/2001},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/pakdd/KalousisH01,
title = {Feature Selection for Meta-learning},
author = {Alexandros Kalousis and Melanie Hilario},
url = {https://doi.org/10.1007/3-540-45357-1_26},
doi = {10.1007/3-540-45357-1_26},
year = {2001},
date = {2001-01-01},
booktitle = {Knowledge Discovery and Data Mining - PAKDD 2001, 5th Pacific-Asia
Conference, Hong Kong, China, April 16-18, 2001, Proceedings},
pages = {222--233},
crossref = {DBLP:conf/pakdd/2001},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/pkdd/HilarioK01,
title = {Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection},
author = {Melanie Hilario and Alexandros Kalousis},
url = {https://doi.org/10.1007/3-540-44794-6_15},
doi = {10.1007/3-540-44794-6_15},
year = {2001},
date = {2001-01-01},
booktitle = {Principles of Data Mining and Knowledge Discovery, 5th European Conference,
PKDD 2001, Freiburg, Germany, September 3-5, 2001, Proceedings},
pages = {180--191},
crossref = {DBLP:conf/pkdd/2001},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/ictai/KalousisH00,
title = {Model selection via meta-learning: a comparative study},
author = {Alexandros Kalousis and Melanie Hilario},
url = {https://doi.org/10.1109/TAI.2000.889901},
doi = {10.1109/TAI.2000.889901},
year = {2000},
date = {2000-01-01},
booktitle = {12th IEEE International Conference on Tools with Artificial Intelligence
(ICTAI 2000), 13-15 November 2000, Vancouver, BC, Canada},
pages = {406--413},
crossref = {DBLP:conf/ictai/2000},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @inproceedings{DBLP:conf/pkdd/HilarioK00,
title = {Quantifying the Resilience of Inductive Classification Algorithms},
author = {Melanie Hilario and Alexandros Kalousis},
url = {https://doi.org/10.1007/3-540-45372-5_11},
doi = {10.1007/3-540-45372-5_11},
year = {2000},
date = {2000-01-01},
booktitle = {Principles of Data Mining and Knowledge Discovery, 4th European Conference,
PKDD 2000, Lyon, France, September 13-16, 2000, Proceedings},
pages = {106--115},
crossref = {DBLP:conf/pkdd/2000},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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. Links | BibTeX @article{DBLP:journals/ida/KalousisT99,
title = {NOEMON: Design, implementation and performance results of an intelligent
assistant for classifier selection},
author = {Alexandros Kalousis and Theoharis Theoharis},
url = {https://doi.org/10.1016/S1088-467X(99)00026-8},
doi = {10.1016/S1088-467X(99)00026-8},
year = {1999},
date = {1999-01-01},
journal = {Intell. Data Anal.},
volume = {3},
number = {5},
pages = {319--337},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
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 @inproceedings{DBLP:conf/dexaw/VazirgiannisKH95,
title = {KNOWEL: A Hypermedia Knowledge Editor},
author = {Michalis Vazirgiannis and Alexandros Kalousis and Michael Hatzopoulos},
year = {1995},
date = {1995-01-01},
booktitle = {6th Int. Conf. and Workshop on Database and Expert Systems Applications,
DEXA'95, London, United Kingdom, September 4-8, 1995, Workshop Proceedings.},
pages = {178--187},
crossref = {DBLP:conf/dexaw/1995},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
