Melanie Hilario

	2011
38		Melanie Hilario, Phong Nguyen, Huyen Do, Adam Woznica, Alexandros Kalousis: Ontology-Based Meta-Mining of Knowledge Discovery Workflows. Meta-Learning in Computational Intelligence 2011: 273-315
	2010
37		Adam Woznica, Alexandros Kalousis, Melanie Hilario: Adaptive Matching Based Kernels for Labelled Graphs. PAKDD (2) 2010: 374-385
	2009
36		Huyen Do, Alexandros Kalousis, Melanie Hilario: Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs. ECML/PKDD (1) 2009: 315-329
35		Huyen Do, Alexandros Kalousis, Adam Woznica, Melanie Hilario: Margin and Radius Based Multiple Kernel Learning. ECML/PKDD (1) 2009: 330-343
	2008
34		Julien Prados, Alexandros Kalousis, Melanie Hilario: Feature Selection with the logRatio Kernel. SDM 2008: 177-187
33		Melanie Hilario, Alexandros Kalousis: Approaches to dimensionality reduction in proteomic biomarker studies. Briefings in Bioinformatics 9(2): 102-118 (2008)
	2007
32		Jee-Hyub Kim, Melanie Hilario: Learning Relations and Information Extraction Rules for Protein Annotation. AINA Workshops (1) 2007: 349-354
31		Adam Woznica, Alexandros Kalousis, Melanie Hilario: Learning to combine distances for complex representations. ICML 2007: 1031-1038
30		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
29		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
28		Julien Prados, Alexandros Kalousis, Melanie Hilario: On Preprocessing of SELDI-MS Data and its Evaluation. CBMS 2006: 953-958
27		Adam Woznica, Alexandros Kalousis, Melanie Hilario: Distances and (Indefinite) Kernels for Sets of Objects. ICDM 2006: 1151-1156
26		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
25		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
24		Jee-Hyub Kim, Melanie Hilario: Learning Information Extraction Rules for Protein Annotation from Unannotated Corpora. CICLing 2005: 522-534
23		Gilles Cohen, Patrick Ruch, Melanie Hilario: Model Selection for Support Vector Classifiers via Direct Simplex Search. FLAIRS Conference 2005: 431-435
22		Alexandros Kalousis, Julien Prados, Melanie Hilario: Stability of Feature Selection Algorithms. ICDM 2005: 218-225
21		Adam Woznica, Alexandros Kalousis, Melanie Hilario: Kernels over Relational Algebra Structures. PAKDD 2005: 588-598
20		Alexandros Kalousis, Julien Prados, Elton Rexhepaj, Melanie Hilario: Feature Extraction from Mass Spectra for Classification of Pathological States. PKDD 2005: 536-543
19		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
18		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
17		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
16		Melanie Hilario, Alex Mitchell, Jee-Hyub Kim, Paul Bradley, Terri K. Attwood: Classifying Protein Fingerprints. PKDD 2004: 197-208
15		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
14		Alexandros Kalousis, Joao Gama, Melanie Hilario: On Data and Algorithms: Understanding Inductive Performance. Machine Learning 54(3): 275-312 (2004)
	2003
13		Alexandros Kalousis, Melanie Hilario: Representational Issues in Meta-Learning. ICML 2003: 313-320
12		Gilles Cohen, Melanie Hilario, Hugo Sax, Stéphane Hugonnet: Data Imbalance in Surveillance of Nosocomial Infections. ISMDA 2003: 109-117
	2002
11		Melanie Hilario: Model Complexity and Algorithm Selection in Classification. Discovery Science 2002: 113-126
	2001
10		Alexandros Kalousis, Melanie Hilario: Feature Selection for Meta-learning. PAKDD 2001: 222-233
9		Melanie Hilario, Alexandros Kalousis: Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection. PKDD 2001: 180-191
8		Alexandros Kalousis, Melanie Hilario: Model Selection via Meta-Learning: A Comparative Study. International Journal on Artificial Intelligence Tools 10(4): 525-554 (2001)
	2000
7		Alexandros Kalousis, Melanie Hilario: Model selection via meta-learning: a comparative study. ICTAI 2000: 406-413
6		Melanie Hilario, Alexandros Kalousis: Quantifying the Resilience of Inductive Classification Algorithms. PKDD 2000: 106-115
	1997
5		Marc Vuilleumier Stückelberg, Christian Pellegrini, Melanie Hilario: An Architecture for Musical Score Recognition using High-Level Domain Knowledge. ICDAR 1997: 813-818
4		Melanie Hilario, Ahmed Rida, Christian Pellegrini: A Metalevel Architecture for Knowledge-Based Neural Network Design. ICTAI 1997: 331-337
3		Melanie Hilario, Ahmed Rida: The Use of Prior Knowledge in Neural Network Configuration and Training. IWANN 1997: 227-236
	1995
2		Melanie Hilario, Yannick Lallement, Frédéric Alexandre: Neurosymbolic integration: unified versus hybrid approaches. ESANN 1995
1		Yannick Lallement, Melanie Hilario, Frédéric Alexandre: Neurosymbolic Integration: Cognitive Grounds and Computational Strategies. WOCFAI 1995: 193-203

Coauthor Index

1	Frédéric Alexandre	[1] [2]
2	Laure Allard	[18]
3	Terri K. Attwood (Teresa K. Attwood)	[16] [19] [30]
4	Paul Bradley	[16]
5	Gilles Cohen	[12] [15] [17] [23] [25]
6	Anna Divoli	[19]
7	Huyen Do	[35] [36] [38]
8	João Gama (Joao Gama)	[14]
9	Antoine Geissbühler	[17] [25]
10	Stéphane Hugonnet	[12] [25]
11	Alexandros Kalousis	[6] [7] [8] [9] [10] [13] [14] [18] [20] [21] [22] [26] [27] [28] [29] [31] [33] [34] [35] [36] [37] [38]
12	Jee-Hyub Kim	[16] [19] [24] [30] [32]
13	Yannick Lallement	[1] [2]
14	Alex Mitchell	[16] [19] [30]
15	Phong Nguyen	[38]
16	Christian Pellegrini	[4] [5] [15]
17	Julien Prados	[18] [20] [22] [28] [29] [34]
18	Elton Rexhepaj	[20]
19	Ahmed Rida	[3] [4]
20	Patrick Ruch	[23]
21	Jean-Charles Sanchez	[18]
22	Hugo Sax	[12] [25]
23	I. Selimas	[19]
24	Marc Vuilleumier Stückelberg	[5]
25	Adam Woznica	[21] [26] [27] [31] [35] [37] [38]

Colors in the list of coauthors

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