Publications
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Books
- [B01] P. Lovato: "Bag of words approaches for Bioinformatics", Ph.D. thesis, Dept. of Computer Science, University of Verona, series TD-03-15, (2015) pdf
Papers in International Journals
- [J05] C.R. Aguilera-Sandoval, O.O. Yang, N. Jojic, P. Lovato, D.Y. Chen, M.I. Boechat, P. Cooper, J. Zuo, C. Ramirez, M. Belzer, J. Church, P. Krogstad. "Supranormal Thymic Output Up to Two Decades After HIV-1 Infection", AIDS, vol. 30(5), pp. 701-711, (2016)
- [J04] M. Bicego, P. Lovato. "A bioinformatics approach to 2D shape classification", Computer Vision and Image Understanding, in press, (2015)
- [J03] P. Lovato, A. Giorgetti, and M. Bicego. "A multimodal approach for protein remote homology detection", IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 12(5), pp. 1193-1198, (2015) pdf
- [J02] P. Lovato, M. Bicego, C. Segalin, A. Perina, N. Sebe, and M. Cristani. "Faved!" biometrics: tell me which image you like and I'll tell you who you are", IEEE Transactions on Information Forensics & Security, vol. 9(3), pp. 364-374, (2014)
- [J01] M. Bicego, P. Lovato, A. Perina, M. Fasoli, M. Delledonne, M. Pezzotti, A. Polverari, V. Murino: "Investigating topic models' capabilities in expression microarray data classification", IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 9(6), pp. 1831-1836, (2012)
Papers in International Conference Proceedings / Edited Books
- [C13] P. Lovato, M. Bicego, V. Murino, A. Perina: "Robust Initialization for Learning Latent Dirichlet Allocation", Proc. Int. Workshop on Similarity-Based Pattern Analysis and Recognition (SIMBAD2015), (2015)
- [C12] P. Lovato, A. Milanese, C. Centomo, A. Giorgetti, M. Bicego: "S-BLOSUM: classification of 2D shapes with biological
sequence alignment", Proc. Int. Conf. on Pattern Recognition (ICPR2014), (2014)
- [C11] A. Perina, P. Lovato, N. Jojic: "Bags of words models of epitope sets: HIV viral load regression with counting grids", Proc. Int. Pacific Symposium on Biocomputing (PSB2014), (2014)
- [C10] P. Lovato, A. Perina, D.S. Cheng, C. Segalin, N. Sebe, M. Cristani: "We like it! Mapping image preferences on the counting grid", Proc. Int. Conf. on Image Processing (ICIP2013), (2013)
- [C09] M. Bicego, P. Lovato: "2D shape recognition using biological sequence alignment tools", Proc. Int. Conf. on Pattern Recognition (ICPR2012), (2012)
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- [C08] P. Lovato, M. Bicego: "2D shapes classification using BLAST", Proc. Int. Workshop on Statistical Techniques in Pattern Recognition (SPR2012), (2012)
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- [C07] P. Lovato, M. Bicego, M. Cristani, N. Jojic, A. Perina: "Feature selection using Counting Grids: application to microarray data", Proc. Int. Workshop on Statistical Techniques in Pattern Recognition (SPR2012), pp. 629-637, (2012)
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- [C06] P. Lovato, A. Perina, N. Sebe, O. Zandonà, A. Montagnini, M. Bicego, M. Cristani: "Tell Me What You Like and I'll Tell You What You Are: Discriminating Visual Preferences on Flickr Data", Proc. of 11th Asian Conference on Computer Vision (ACCV 2012), pp. 45-56, (2012)
- [C05] A. Perina, P. Lovato, M. Cristani, M. Bicego: "A comparison on score spaces for expression microarray data classification", Proc. of Int. Conf. on Pattern Recognition in Bioinformatics (PRIB2011), pp. 202-213, (2011)
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- [C04] A. Calvi, M. Delledonne, A. Ferrarini, P. Lovato, S. Marchesini, B. Oliboni: "Microarray System: a system for managing data produced by DNA-Microarray experiments", Proc. Int. Conf. on Bioinformatics Models, Methods and Algorithms (BIOINFORMATICS2011), pp. 293-296, (2011)
- [C03] A. Perina, P. Lovato, V. Murino, M. Bicego: "Biologically-aware Latent Dirichlet Allocation (BaLDA) for the Classification of Expression Microarray", Proc. Int. Conf. on Pattern Recognition in Bioinformatics (PRIB2010), pp. 230-241, (2010)
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- [C02] M. Bicego, P. Lovato, A. Ferrarini, M. Delledonne, "Biclustering of expression microarray data with topic models", Proc. of Int. Conf. on Pattern Recognition (ICPR2010), pp. 2728-2731, (2010)
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- [C01]
M. Bicego, P. Lovato, B. Oliboni, A. Perina "Expression microarray classification using topic models", Proc. of ACM SAC - Bioinformatics and Computational Biology track (SAC-BIO2010), pp. 1516-1520, (2010)
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Posters
- [P01] P. Lovato, A. Giorgetti, M. Bicego: "A multimodal approach to protein remote homology detection", European Conference on Computational Biology (ECCB2014), (2014) link