Sofia Mosci
Journal papers
- S. Villa, L. Rosasco, S. Mosci and A. Verri;
Consistency of learning algorithms using Attouch-
Wets convergence,
Optimization: A Journal of Mathematical Programming and Operations Research, 2010.
- P. Fardin, A. Barla, S. Mosci, L. Rosasco, A. Verri, R. Versteeg, H. Caron, J. Molenaar, I. Ora, A. Eva, M. Puppo and L. Varesio;
A biology-driven approach identifies the hypoxia gene signature as a predictor of the outcome of neuroblastoma patients,
Molecular Cancer 9:185, 2010.
- P. Fardin, A. Cornero, A. Barla, S. Mosci, M. Acquaviva, L. Rosasco, C. Gambini, A. Verri and L. Varesio;
Identification of multiple hypoxia signatures in neuroblastoma cell lines by l1-l2 regularization and data reduction,
Journal of Biomedicine and Biotechnology, Article ID 878709, April 2010.
- P. Fardin, A. Barla, S. Mosci, L. Rosasco, A. Verri, L. Varesio;
The l1-l2 regularization framework unmasks the hypoxia signature hidden in the transcriptome of a set of heterogeneous neuroblastoma cell lines,
BMC Genomics 10:474, October 2009.
- C. Mosci, S. Mosci, A. Barla, S. Squarcia, P. Chauvel, N. Iborra;
Proton beam radiotherapy of uveal melanoma: the Italian patients treated in Nice-France (Centre Antoine Lacassagne Cyclotron Biomedical)
European Journal of Ophthalmology 19: 654-660, July 2009.
- C. De Mol, S. Mosci, M. Traskine and A. Verri;
A Regularized Method for Selecting
Nested Groups of Relevant Genes from Microarray Data
Journal of Computational Biology 16(5): 677-690, May 2009.
- A. Destrero, S. Mosci, C. De Mol, A. Verri, F. Odone;
Feature selection for high dimensional data;
Computational Management Science, published online April 2008.
Conference papers
- S. Mosci, S. Villa, A. Verri, L. Rosasco;
A primal-dual algorithm for group sparse regularization with overlapping groups
in J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel and A. Culotta (Eds.),
Advances in Neural Information Processing Systems 23, 2010, pp 2604-2612.
- S. Mosci, L. Rosasco, M. Santoro, A. Verri, S. Villa;
Solving Structured Sparsity Regularization with Proximal Methods,
in J.L. Balcázar, F. Bonchi, A. Gionis and M. Sebag (Eds.), Machine Learning and Knowledge Discovery in Databases
European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010,
Proceedings, Part II pp 418.
- L. Rosasco, M. Santoro, S. Mosci, S. Villa, A. Verri;
Regularization Approach to Nonlinear Variable Selection;
in Y.W. Teh and M. Titterington (Eds.),
Proceedings of The Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS) 2010, JMLR: W&CP 9, pp 653-660, Chia Laguna, Sardinia, Italy, May 13-15, 2010.
- A. Barla, P. Fardin, S. Mosci, L. Rosasco, A. Verri, L. Varesio;
Identifying the hypoxia signature of neuroblastoma via regularization
BITS 09, sixth annual meeting of the Bioinformatics Italian Society, Genova, Italy March 18-20 2009.
- A. Barla, P. Fardin, S. Mosci, L. Rosasco, R. Vertseeg, A. Verri, L. Varesio;
Prognostic value of the hypoxia signature on neuroblastoma
BITS 09, sixth annual meeting of the Bioinformatics Italian Society, Genova, Italy March 18-20 2009.
- S. Mosci, L. Rosasco, M. Santoro, A. Verri, S. Villa;
A new algorithm to learn an optimal kernel based on Fenchel duality
NIPS 2008 Workshop on Kernel Learning: Automatic Selection of Optimal Kernel, December 13th 2008.
- S. Mosci, L. Rosasco, M. Santoro, A. Verri, S. Villa;
Simple algorithms to solve sparsity based regularization via Fenchel duality
NIPS 2008 Workshop on Optimization for Machine Learning, December 12th 2008.
- S. Mosci, A. Barla, A. Verri and L. Rosasco;
Finding structured gene signatures
BIBM, Workshop on Data Mining in Functional Genomics, Philadelphia, Nov. 3-5, 2008.
- A. Barla, S. Mosci, L. Rosasco, A. Verri;
A method for Robust variable selection with significance assessment;
Proceedings of ESANN 2008, 16^th European Symposium on Artificial Neural Networks,
Bruges, April 23-25, 2008.
- S. Mosci, L. Rosasco and A. Verri;
Dimensionality reduction and generalization
ACM International Conference Proceeding Series; Vol. 227 archive Proceedings of the 24th
International Conference on Machine Learning, June 2007, Corvallis, OR, USA.
Please send suggestions and comments to:
Sofia Mosci mosci@disi.unige.it
Last Updated: March 30th, 2012
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