2008 |
33 | EE | Julien Prados,
Alexandros Kalousis,
Melanie Hilario:
Feature Selection with the logRatio Kernel.
SDM 2008: 177-187 |
32 | EE | Melanie Hilario,
Alexandros Kalousis:
Approaches to dimensionality reduction in proteomic biomarker studies.
Briefings in Bioinformatics 9(2): 102-118 (2008) |
2007 |
31 | EE | Jee-Hyub Kim,
Melanie Hilario:
Learning Relations and Information Extraction Rules for Protein Annotation.
AINA Workshops (1) 2007: 349-354 |
30 | EE | Adam Woznica,
Alexandros Kalousis,
Melanie Hilario:
Learning to combine distances for complex representations.
ICML 2007: 1031-1038 |
29 | EE | Jee-Hyub Kim,
Alex Mitchell,
Teresa K. Attwood,
Melanie Hilario:
Learning to extract relations for protein annotation.
ISMB/ECCB (Supplement of Bioinformatics) 2007: 256-263 |
28 | EE | Alexandros Kalousis,
Julien Prados,
Melanie Hilario:
Stability of feature selection algorithms: a study on high-dimensional spaces.
Knowl. Inf. Syst. 12(1): 95-116 (2007) |
2006 |
27 | EE | Julien Prados,
Alexandros Kalousis,
Melanie Hilario:
On Preprocessing of SELDI-MS Data and its Evaluation.
CBMS 2006: 953-958 |
26 | EE | Adam Woznica,
Alexandros Kalousis,
Melanie Hilario:
Distances and (Indefinite) Kernels for Sets of Objects.
ICDM 2006: 1151-1156 |
25 | EE | 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 |
24 | EE | Gilles Cohen,
Melanie Hilario,
Hugo Sax,
Stéphane Hugonnet,
Antoine Geissbühler:
Learning from imbalanced data in surveillance of nosocomial infection.
Artificial Intelligence in Medicine 37(1): 7-18 (2006) |
2005 |
23 | EE | Jee-Hyub Kim,
Melanie Hilario:
Learning Information Extraction Rules for Protein Annotation from Unannotated Corpora.
CICLing 2005: 522-534 |
22 | | Gilles Cohen,
Patrick Ruch,
Melanie Hilario:
Model Selection for Support Vector Classifiers via Direct Simplex Search.
FLAIRS Conference 2005: 431-435 |
21 | EE | Alexandros Kalousis,
Julien Prados,
Melanie Hilario:
Stability of Feature Selection Algorithms.
ICDM 2005: 218-225 |
20 | EE | Adam Woznica,
Alexandros Kalousis,
Melanie Hilario:
Kernels over Relational Algebra Structures.
PAKDD 2005: 588-598 |
19 | EE | Alexandros Kalousis,
Julien Prados,
Elton Rexhepaj,
Melanie Hilario:
Feature Extraction from Mass Spectra for Classification of Pathological States.
PKDD 2005: 536-543 |
18 | EE | Alex Mitchell,
Anna Divoli,
Jee-Hyub Kim,
Melanie Hilario,
I. Selimas,
Teresa K. Attwood:
METIS: multiple extraction techniques for informative sentences.
Bioinformatics 21(22): 4196-4197 (2005) |
2004 |
17 | EE | 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 |
16 | EE | Gilles Cohen,
Melanie Hilario,
Antoine Geissbühler:
Model Selection for Support Vector Classifiers via Genetic Algorithms. An Application to Medical Decision Support.
ISBMDA 2004: 200-211 |
15 | EE | Melanie Hilario,
Alex Mitchell,
Jee-Hyub Kim,
Paul Bradley,
Terri K. Attwood:
Classifying Protein Fingerprints.
PKDD 2004: 197-208 |
14 | EE | Gilles Cohen,
Melanie Hilario,
Christian Pellegrini:
One-Class Support Vector Machines with a Conformal Kernel. A Case Study in Handling Class Imbalance.
SSPR/SPR 2004: 850-858 |
13 | EE | Alexandros Kalousis,
Joao Gama,
Melanie Hilario:
On Data and Algorithms: Understanding Inductive Performance.
Machine Learning 54(3): 275-312 (2004) |
2003 |
12 | | Alexandros Kalousis,
Melanie Hilario:
Representational Issues in Meta-Learning.
ICML 2003: 313-320 |
11 | EE | Gilles Cohen,
Melanie Hilario,
Hugo Sax,
Stéphane Hugonnet:
Data Imbalance in Surveillance of Nosocomial Infections.
ISMDA 2003: 109-117 |
2002 |
10 | EE | Melanie Hilario:
Model Complexity and Algorithm Selection in Classification.
Discovery Science 2002: 113-126 |
2001 |
9 | EE | Alexandros Kalousis,
Melanie Hilario:
Feature Selection for Meta-learning.
PAKDD 2001: 222-233 |
8 | EE | Melanie Hilario,
Alexandros Kalousis:
Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection.
PKDD 2001: 180-191 |
7 | | Alexandros Kalousis,
Melanie Hilario:
Model Selection via Meta-Learning: A Comparative Study.
International Journal on Artificial Intelligence Tools 10(4): 525-554 (2001) |
2000 |
6 | EE | Alexandros Kalousis,
Melanie Hilario:
Model selection via meta-learning: a comparative study.
ICTAI 2000: 406-413 |
5 | EE | Melanie Hilario,
Alexandros Kalousis:
Quantifying the Resilience of Inductive Classification Algorithms.
PKDD 2000: 106-115 |
1997 |
4 | EE | Marc Vuilleumier Stückelberg,
Christian Pellegrini,
Melanie Hilario:
An Architecture for Musical Score Recognition using High-Level Domain Knowledge.
ICDAR 1997: 813-818 |
3 | EE | Melanie Hilario,
Ahmed Rida,
Christian Pellegrini:
A Metalevel Architecture for Knowledge-Based Neural Network Design.
ICTAI 1997: 331-337 |
2 | | Melanie Hilario,
Ahmed Rida:
The Use of Prior Knowledge in Neural Network Configuration and Training.
IWANN 1997: 227-236 |
1995 |
1 | | Yannick Lallement,
Melanie Hilario,
Frédéric Alexandre:
Neurosymbolic Integration: Cognitive Grounds and Computational Strategies.
WOCFAI 1995: 193-203 |