Publications

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P: Patents
B: Books /Chapters in Books
J: Papers in International Journals
C: Papers in International Conference Proceedings / Edited Books
O: Technical Reports / Posters / Others

2017

[J38]     M. Bicego, A. Farinelli, E. Grosso, D. Paolini, S.D. Ramchurn: "On the distinctiveness of the electricity load profile", Pattern Recognition, accepted, (2017)

[J37]     M. Denitto, M. Bicego, A. Farinelli, M.A.T. Figueiredo: "Spike and Slab Biclustering", Pattern Recognition, vol 72, pp. 186--195, (2017) Matlab Code available

[J36]     A. Farinelli, M. Bicego, F. Bistaffa, S.D. Ramchurn: "A hierarchical clustering approach to large-scale near-optimal coalition formation with quality guarantees", Engineering Applications of Artificial Intelligence, vol. 59, pp. 170-185, (2017) pdf

[J35]     M. Denitto, A. Farinelli, M.A.T. Figueiredo, M. Bicego: "A Biclustering Approach Based on Factor Graphs and The Max-Sum Algorithm", Pattern Recognition, vol. 62, pp. 114-124, (2017) pdf

[J34]     P. Lovato, M. Cristani, M. Bicego: "Soft Ngram representation and modeling for protein remote homology detection", IEEE/ACM Transactions on Computational Biology and Bioinformatics, in press, (2017) pdf

[C93]     M. Denitto, M. Bicego, A. Farinelli, M. Pelillo: "Dominant Set Biclustering", Proc. Int. Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR2017), accepted, (2017)

[C92]     M. Denitto, S. Melzi, M. Bicego, U. Castellani, A. Farinelli, M.A.T. Figueiredo, Y. Kleiman, M. Ovsjanikov: "Region-based Correspondence Between 3D Shapes via Spatially Smooth Biclustering", Proc. Int. Conf. on Computer Vision (ICCV2017), accepted, (2017) Matlab Code available

[C91]     M. Denitto, A. Farinelli, M. Bicego: "Biclustering of Time Series Data using Factor Graphs", Proc. ACM Symposium on Applied Computing -- Track on - Computational Biology and Bioinformatics (SAC-BIO2017), accepted, (2017) pdf

[C90]     L. Bottarelli, J. Blum, M. Bicego, A. Farinelli: "Path Efficient Level Set Estimation for Mobile Sensors", Proc. ACM Symposium on Applied Computing -- Track on Intelligent Robotics and Multi-Agent Systems (SAC-IRMAS2017), accepted, (2017) pdf

2016

[J33]     M. Bicego, S. Baldo: "Properties of the Box-Cox Transformation for Pattern Classification", Neurocomputing, vol. 218, pp. 390-400, (2016) pdf

[J32]     P. Lovato, M. Bicego, M. Kesa, N. Jojic, V. Murino, A. Perina: "Traveling on discrete embeddings of gene expression", Artificial Intelligence in Medicine, vol. 70, pp. 1-11, (2016) pdf Matlab Code available

[J31]     M. Bicego, P. Lovato: "A bioinformatics approach to 2D shape classification", Computer Vision and Image Understanding, vol. 145, pp. 59-69, (2016) pdf

[C89]     L. Bottarelli, M. Bicego, J. Blum, N. Bombieri, A. Farinelli, L. Veggian: "Orienteering-based Path Selection for Mobile Sensors". Proc. AIRO@AI*IA, pp. 36-40, (2016)

[C88]     A. Cucci, P. Lovato, M. Bicego: "Enriched Bag of Words for Protein Remote Homology Detection", Proc. Int. Workshop on Statistical Techniques in Pattern Recognition (S+SSPR2016), Lecture Notes in Computer Science n. 10029, pp. 463-473, (2016) pdf

[C87]     M. Orozco-Alzate, R.P.W. Duin, M. Bicego: "Unsupervised Parameter Estimation of Non Linear Scaling for Improved Classification in the Dissimilarity Space", Proc. Int. Workshop on Statistical Techniques in Pattern Recognition (S+SSPR2016), Lecture Notes in Computer Science n. 10029, pp. 74-83, (2016) pdf

[C86]     M. Denitto, L. Magri, A. Farinelli, A. Fusiello, M. Bicego: "Multiple Structure Recovery via Probabilistic Biclustering", Proc. Int. Workshop on Statistical Techniques in Pattern Recognition (S+SSPR2016), Lecture Notes in Computer Science n. 10029, pp. 274-284, (2016) pdf

[C85]     L. Bottarelli, M. Bicego, M. Denitto, A. Di Pierro, A. Farinelli: "A Quantum Annealing Approach to Biclustering", Proc. Int. Conf. on the Theory and Practice of Natural Computing (TPNC 2016), Lecture Notes in Computer Science n. 10071, pp. 175–187, (2016), pdf

[C84]     M. Bicego, M. Loog: "Weighted K-Nearest Neighbor Revisited", Proc. Int. Conf. on Pattern Recognition (ICPR2016), (2016) pdf

[C83]     L. Bottarelli, M. Bicego, J. Blum, A. Farinelli: "Skeleton-Based Orienteering for Level Set Estimation", Proc. European Conf. on Artificial Intelligence (ECAI2016), pp. 1256-1264, (2016) pdf

2015

[J30]     M. Orozco-Alzate, P.A. Castro-Cabrera, M. Bicego, J.M. Londono-Bonilla: "The DTW-based representation space for seismic pattern classification", Computers and Geosciences, special issue on "Statistical Learning in geoscience modelling: novel algorithms and challenging case studies", Vol. 85, Part B, pp. 86-95, (2015) pdf

[J29]     P. Lovato, A. Giorgetti, 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 Matlab Code available

[C82]     M. Bicego, J.M. Londono-Bonilla, M. Orozco-Alzate: "Volcano-seismic events classification using document classification strategies", Proc. of Int. Conf. on Image Analysis and Processing (ICIAP2015), vol. 1, pp. 119-129, (2015) pdf

[C81]     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), pp. 117-132, (2015) pdf

[C80]     M. Denitto, A. Farinelli, M. Bicego: "Biclustering Gene Expressions Using Factor Graphs and The Max-Sum Algorithm", Proc. Int. Joint Conf. on Artificial Intelligence (IJCAI2015), pp. 925-931, (2015) pdf

[06]     M. Bicego, L. Bottarelli, M. Denitto, A. Dipierro, A. Farinelli: "Biclustering and Quantum Annealing", contributed talk at the Int. Conf. on Quantum Information Processing and Communication (QPIC2015), (2015)

2014

[J28]     P. Lovato, M. Bicego, C. Segalin, A. Perina, N. Sebe, 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) pdf

[J27]     A. Carli, M.A.T. Figueiredo, M. Bicego, V. Murino: "Generative embeddings based on Rician mixtures for kernel-based classification of magnetic resonance images", Neurocomputing, vol. 123, pp. 49-59, (2014) pdf

[C79]     M. Bicego, S. Danese, S. Melzi, U. Castellani: "A bioinformatics approach to 3D shape matching", Proc. of ECCV2014 Workshop on Non-Rigid Shape Analysis and Deformable Image Alignment (NORDIA2014), 313-325, (2014) pdf

[C78]     P.A. Castro-Cabrera, M. Orozco-Alzate, A. Adami, M. Bicego, J.M. Londono-Bonilla, G. Castellanos-Domínguez: "A Comparison Between Time-frequency and Cepstral Feature Representations for Seismic-volcanic Pattern Classification", Proc. of. 19th Iberoamerican Congress on Pattern Recognition (CIARP2014), 440-447, (2014) pdf

[C77]     R.P.W. Duin, M. Bicego, M. Orozco-Alzate, S.-W. Kim, M. Loog: "Metric learning in dissimilarity space for improved nearest neighbor performance", Proc. Int. Workshop on Statistical Techniques in Pattern Recognition (S+SSPR2014), 183-192, (2014) pdf

[C76]     M. Denitto, A. Farinelli, G. Franco, and M. Bicego: "A binary Factor Graph model for biclustering", Proc. Int. Workshop on Statistical Techniques in Pattern Recognition (S+SSPR2014), 394-403, (2014) pdf

[C75]     M. Bicego, F. Recchia, A. Farinelli, S.D. Ramchurn, E. Grosso: "Behavioural biometrics using electricity load profiles", Proc. Int. Conf on Pattern Recognition (ICPR2014), 1764-1769, (2014) pdf

[C74]     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), 2335-2340, (2014) pdf

[C73]     A. Perina, M. Kesa, M. Bicego: "Expression Microarray data classification using Counting Grids and Fisher Kernel", Proc. Int. Conf on Pattern Recognition (ICPR2014), 1770-1775, (2014) pdf

[O5]     P. Lovato, A. Giorgetti, M. Bicego: "A multimodal approach to protein remote homology detection", poster at the European Conference on Computational Biology (ECCB2014), (2014) Matlab Code available

2013

[J26]     M. Bicego, C. Acosta-Munoz and M. Orozco-Alzate: "Classification of Seismic Volcanic Signals Using Hidden Markov Models-based Generative Embeddings", IEEE Trans. on Geoscience and Remote Sensing, vol. 51(6-1), pp. 3400-3409 (2013) pdf

[J25]     M. Bicego, A. Ulas, U. Castellani, A. Perina, V. Murino, A.F.T. Martins, P.M.Q. Aguiar, M.A.T. Figueiredo: "Combining Information Theoretic Kernels with Generative Embeddings for Classification", Neurocomputing, vol. 101, pp. 161-169, (2013) pdf

[B6]     P.M.Q. Aguiar, M. Bicego, U. Castellani, M.A.T. Figueiredo, A.T. Martins, V. Murino, A. Perina, and A. Ulas: "On the Combination of Information Theoretic Kernels with Generative Embeddings", chapter in Similarity-Based Pattern Analysis and Recognition, M. Pelillo Ed, Springer, (2013)

[B5]     A. Ulas, U. Castellani, M. Bicego, V. Murino, M. Bellani, M. Tansella, P. Brambilla: "Analysis of Brain Magnetic Resonance (MR) Scans for the Diagnosis of Mental Illness", chapter in Similarity-Based Pattern Analysis and Recognition, M. Pelillo Ed, Springer, (2013)

[C72]     A. Perina, N. Jojic, M. Bicego, A. Truski: "Documents as multiple overlapping windows into grids of counts", Proc. Advances in Neural Information Processing Systems (NIPS2013), (2013) pdf Matlab Code available

[C71]     A. Farinelli, M. Bicego, S.D. Ramchurn, M. Zucchelli: "C-Link: A Hierarchical Clustering Approach to Large-scale Near-optimal Coalition Formation", Proc. Int. Joint Conf. on Artificial Intelligence (IJCAI2013), (2013) pdf Matlab Code available

[C70]     A. Perina, M. Bicego, U. Castellani, V. Murino: "Exploiting Geometry in Counting Grids", Proc. Int. Workshop on Similarity Based Pattern Recognition (SIMBAD2013), (2013) pdf

2012

[J24]     P. Bisignano, C. Lambruschini, M. Bicego, V. Murino, A. Favia, A. Cavalli: "In silico deconstruction of ATP-competitive inhibitors of glycogen synthase kinase-3β", Journal of Chemical Information and Modeling, vol. 52(12), pp. 3233-44, (2012)

[J23]     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 Trans. on Computational Biology and Bioinformatics, vol. 9(6), pp. 1831-1836, (2012) pdf Matlab Code available

[J22]     M. Fasoli, S. Dal Santo, S. Zenoni, G.B. Tornielli, L. Farina, A. Zamboni, A. Porceddu, L. Venturini, M. Bicego, V. Murino, A. Ferrarini, M. Delledonne, M. Pezzotti: "The grapevine expression atlas reveals a deep transcriptome shift driving the entire plant into a maturation program", Plant Cell, vol. 24(9) pp. 3489-505, (2012)

[C69]     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), (2012) pdf

[C68]     P. Lovato, M. Bicego: "2D shapes classification using BLAST", Proc. Int. Workshop on Statistical Techniques in Pattern Recognition (SPR2012), (2012) pdf

[C67]     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), (2012) pdf

[C66]     M. Bicego, P. Lovato: "2D shape recognition using biological sequence alignment tools", Proc. Int. Conf. on Pattern Recognition (ICPR2012), (2012) pdf

[C65]     R. Avesani, A. Azzoni, M. Bicego, M. Orozco-Alzate: "Automatic Classification of Volcanic Earthquakes in HMM-induced Vector Spaces", Proc. of. 17th Iberoamerican Congress on Pattern Recognition (CIARP2012), (2012) pdf

[C64]     A. Carli, M. Figueiredo, M. Bicego, V. Murino, "Generative Embeddings Based on Rician Mixtures: Application to Kernel-Based Discriminative Classification of Magnetic Resonance Images", Proc. of 1st Int. Conf. on Pattern Recognition Applications and Methods (ICPRAM2012), (2012) pdf (best student paper award)

2011

[J21]     B. Torre, M. Lorenzoni, M. Bicego, M. Cristani, V. Murino and A. Diaspro: "Principal Component Analysis In Dynamic Force Spectroscopy", Imaging & Microscopy, vol. 13(4), pp. 26-28, (2011)

[J20]     A. Ulas, R. Duin, U. Castellani, M. Loog, M. Bicego, V. Murino, M. Bellani, S. Cerruti, M. Tansella, P. Brambilla: "Dissimilarity-based Detection of Schizophrenia", Int. J. of Imaging Systems and Technology, vol. 21(2), pp. 179-192, (2011) pdf

[C63]     B. Torre, M. Bicego, M. Cristani, V. Murino, A. Diaspro, R. Cingolani: "Principal Component Analysis in Dynamic Force Spectroscopy: an easy method to extract compositional information in textured sample", 3rd Multifrequency AFM Conference, (2011)

[C62]     M. Bicego, A. Ulas, P. Schuffler, U. Castellani, V. Murino, A. Martins, P. Aguiar, M. Figueiredo: "Renal Cancer Cell Classification Using Generative Embeddings and Information Theoretic Kernels", Proc. of Int. Conf. on Pattern Recognition in Bioinformatics (PRIB2011), (2011) pdf

[C61]     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), (2011) pdf

[C60]     A. Farinelli, M. Denitto, M. Bicego: "Biclustering of expression microarray data using Affinity Propagation", Proc. of Int. Conf. on Pattern Recognition in Bioinformatics (PRIB2011), (2011) pdf

[C59]     A. Ulas, U. Castellani, P. Mirtuono, M. Bicego, V. Murino, S. Cerruti, M. Bellani, M. Atzori, G. Rambaldelli, M. Tansella, P. Brambilla: "Multimodal Schizophrenia Detection by Multiclassification Analysis", Proc. of. 16th Iberoamerican Congress on Pattern Recognition (CIARP2011), (2011) pdf

[C58]     A. Ulas, P. Schuffler, M. Bicego, U. Castellani, V. Murino: "Hybrid Generative-Discriminative Nucleus Classification of Renal Cell Carcinoma", Proc. of Int. Workshop on Similarity-based Pattern Recognition (SIMBAD2011), pp. 77-89, (2011) pdf

[C57]     M. Bicego, A. D. Favia, P. Bisignano, A. Cavalli, V. Murino: "An innovative protocol for comparing protein binding sites via atomic grid maps", Proc. of Int. Conf. on Knowledge Discovery and Information Retrieval (KDIR2011), (2011) pdf

[C56]     F. Smeraldi, M. Bicego, M. Cristani, V. Murino: "CLOOSTING: CLustering Data with bOOSTING", Proc. Int. Workshop on Multiple Classifier Systems (MCS2011), pp. 289-298, (2011) pdf

[O4]     A. Castellini, V. Manca, M. Bicego, S. Compri, V. Marino, G. Tosadori: "Genome classification by dictionary-based indexes", poster at the Int. Conf. on Pattern Recognition in Bioinformatics (PRIB2011), (2011)

2010

[J19]     B. Torre, M. Bicego, M. Cristani, V. Murino, A. Diaspro, R. Cingolani:"Combination of atomic force microscopy and principal component analysis as a general method for direct recognition of functional and structural domains in nanonocomposite materials (p NA)", Microscopy Research and Technique, vol. 73(10), pp. 973-981, (2010) pdf

[C55]     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) pdf

[C54]     M. Bicego, A. Perina, V. Murino, A. Martins, P. Aguiar, M. Figueiredo: "Combining free energy score spaces with information theoretic kernels: Application to scene classification". Proc. of Int. Conf. on Image Processing (ICIP2010), pp. 2661-2664, (2010) pdf

[C53]     A. Ulaş, R. Duin, U. Castellani, M. Loog, M. Bicego, V. Murino, M. Bellani, S. Cerruti, M. Tansella, P. Brambilla, "Dissimilarity-based Detection of Schizophrenia", Proc. of ICPR workshop on Brain Decoding: Pattern Recognition Challenges in FMRI Neuroimaging, pp 32-35, (2010) pdf

[C52]     A. Martins, M. Bicego, V. Murino, P. Aguiar, M. Figueiredo, "Information theoretical kernels for generative embeddings based on Hidden Markov Models", Proc. of Int. Work. on Structural and Syntactic Pattern Recognition and Statistical Techniques in Pattern Recognition (S+SSPR 2010), pp. 463-472, (2010) pdf

[C51]     M. Bicego, A. Martins, V. Murino, P. Aguiar, M. Figueiredo, "2D shape recognition using information theoretic kernels", Proc. of Int. Conf. on Pattern Recognition (ICPR2010), pp. 25-28, (2010) pdf

[C50]     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) pdf

[C49]     A. Carli, M. Bicego, S. Baldo, V. Murino, "Nonlinear mappings for generative kernels on latent variable models", Proc. on Int. Conf. of Pattern Recognition (ICPR2010), pp- 2134-2137, (2010) pdf

[C48]     A. Carli, U. Castellani, M. Bicego, V. Murino, "Dissimilarity-based Representation for Local Parts", Proc. of Workshop on Cognitive Information Processing (CIP2010), pp. 299-303, (2010) pdf

[C47]     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) pdf Matlab Code available

2009

[J18]     M. Bicego, E. Grosso, E. Otranto: "Analyzing the sign of financial local trends via Hidden Markov Models", Medium for Econometric Applications, vol. 16(4), pp. 16-22, (2009) pdf

[J17]     M. Bicego, E. Pekalska, D.M.J. Tax, R.P.W. Duin, "Component-based discriminative classification for Hidden Markov Models", Pattern Recognition, 42(11): 2637-2648 (2009) pdf

[J16]     G. Brelstaff, M. Bicego, N. Culeddu, M. Chessa: "Bag of Peaks: interpretation of NMR spectrometry", Bioinformatics, vol. 25, pp 258-264, (2009) pdf Matlab Code available

[J15]     M. Bicego, M.A.T. Figueiredo: "Soft Clustering using Weighted One Class Support Vector Machines", Pattern Recognition, vol. 42(1), pp. 27-32, (2009) pdf Matlab Code available

[J14]     M. Tistarelli, M. Bicego, E. Grosso: "Dynamic face recognition: from Human to Machine Vision", Image and Vision Computing, vol. 27(3), pp. 222-232, (2009) pdf

[B4]     R. Chellappa, M. Bicego, P. Turaga: "A review of video-based Face Recognition Algorithms", chapter in Handbook of Remote Biometrics for Surveillance and Security, M. Tistarelli, S.Z. Li, R. Chellappa Eds, Springer, (2009)

[B3]     M. Tistarelli, M. Bicego, J.L. Alba-Castro, D. Gonzalez-Jimenez, A.A. Salah, A. Mellakh, D. Petrovska-Delacretaz, B. Dorizzi: "2D face recognition", chapter in Guide to Biometric Reference Systems and Performance Evaluation, D. Petrovska-Delacretaz, G. Chollet and B. Dorizzi Eds, Springer, (2009)

[C46]     A. Carli, M. Bicego, S. Baldo, V. Murino, "Non-linear Generative embeddings for kernels on latent variable models", Proc. of ICCV09 Workshop on Subspace Methods (SUBSPACE2009), (2009) pdf

[C45]     M. Bicego, M. Cristani, V. Murino, E. Pekalska, R. Duin, "Clustering-based construction of Hidden Markov Models for generative kernels", Proc. of Int. Conf. on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR2009), pp. 466-479, (2009) pdf

[C44]     D. S. Cheng, M. Bicego, U. Castellani, S. Cerruti, M. Bellini, G. Rambaldelli, M. Aztori, P. Brambilla, V. Murino, "Schizophrenia Classification Using Regions of Interest in Brain MRI", Proc. Intelligent Data Analysis in Biomedicine and Pharmacology (IDAMAP2009), in conjunction with AIME09, (2009)

[C43]     L. Bazzani, M. Cristani, M. Bicego, V. Murino, "Subjective online feature selection for occlusion management in tracking applications", Proc. Int. Conf. on Image Processing (ICIP2009), (2009)

[C42]     D. S. Cheng, M. Bicego, U. Castellani, M. Cristani, S. Cerruti, M. Bellani, G. Rambaldelli, M. Aztori, P. Brambilla, V. Murino, "A Hybrid Generative/Discriminative Method for Classification of Regions of Interest in Schizophrenia Brain MRI", Proc. of MICCAI09 workshop on Probabilistic Models for Medical Image Analysis, (2009)

[C41]     M. Ortega Hortas, L. Brodo, M. Bicego, M. Tistarelli, "Measuring Changes in Face Appearance through Aging", Proc. of CVPR09 Workshop on Biometrics, pp.107-113, (2009)

[C40]     M. Ortega Hortas, L. Brodo, M. Bicego, M. Tistarelli, "On the quantitative estimation of short-term aging in human faces", Proc. Int. Conf. on Image Analysis and Processing (ICIAP2009), pp. 575-584, (2009) pdf

[C39]     M. Cadoni, M. Bicego, E. Grosso, "3D face recognition using joint differential invariants", Proc. Int. Conf. on Biometrics (ICB2009), pp. 279-288, (2009) pdf

2008

[J13]     M. Bicego, E. Grosso, A. Lagorio, G. Brelstaff, L. Brodo, M. Tistarelli: "Distinctiveness of faces: a computational approach", ACM Trans. on Applied Perception, vol. 5(2), Article No. 11, (2008) pdf

[C38]     M. Bicego, E. Grosso, E. Otranto, "A Hidden Markov Model approach to classify the sign of financial local trends", Proc. IAPR Int. Workshop on Statistical Techniques in Pattern Recognition (SPR2008), pp. 852-861, (2008) pdf

[C37]     M. Bicego, A. Trudda, "2D shape classification using multifractional Brownian motion", Proc. IAPR Int. Workshop on Statistical Techniques in Pattern Recognition (SPR2008), pp. 906-916, (2008) pdf

[C36]     M. Bicego, D. Gonzalez-Jimenez, E. Grosso, J.L. Alba-Castro, "Generalized Gaussian Distributions for sequential data classification", Proc. IEEE Int. Conf. on Pattern Recognition (ICPR08), pp. 1-4, (2008)pdf

[O3]     M. Bicego, E. Grosso, E. Otranto: "Recognizing and forecasting the sign of financial local trends using Hidden Markov Models", CRENoS working paper n. 2008-03, (2008)

[O2]     M. Bicego, G. Brelstaff, N. Culeddu, M. Chessa: "Bag of Peaks: Interpretation of NMR Spectroscopy", poster at the 7th European Conference on Computational Biology, (2008) Matlab Code available

2007

[J12]     M. Bicego, F. Dellaglio, G.E. Felis: "Multimodal Phylogeny for Taxonomy: integrating information from nucleotide and aminoacid sequences", Journal of Bioinformatics and Computational Biology, vol 5(5), pp. 1069-1085, (2007) pdf

[J11]     M. Cristani, M. Bicego, V. Murino: "Audio-Visual Event Recognition in Surveillance Video Sequences", IEEE Trans. on Multimedia, vol 9(2), pp. 257-267, (2007) pdf

[B2]     E. Grosso, M. Bicego: "Fondamenti di Informatica per l'Universita'", Giappichelli Editore, Torino, (2007) (in italian)

[C35]     M. Bicego, M. Cristani, V. Murino, "Sparseness Achievement in Hidden Markov Models", Proc. of IEEE Int. Conf. on Image Analysis and Processing (ICIAP07), pp. 67-72, (2007) pdf (best poster presentation award)

[C34]     M. Bicego, A.A. Salah, E. Grosso, M. Tistarelli, L. Akarun: "Generalization in Holistic versus Analytic Processing of Faces", Proc. of IEEE Int. Conf. on Image Analysis and Processing (ICIAP07), pp. 235-240, (2007) pdf

[C33]     A. Rattani, D.R. Kisku, M. Bicego, M. Tistarelli: "Feature Level Fusion of Face and Fingerprint Biometrics", Proc. of IEEE Int. Conf. on Biometrics: Theory, Applications and Systems (BTAS07), (2007) pdf

[C32]     M. Tistarelli, L. Brodo, A. Lagorio, M. Bicego: "Recognition of human faces: from biological to artificial vision", Brain, Vision and Artificial Intelligence 2007 (BVAI07), LNCS 4729, F. Mele, G. Ramella, S. Santillo and F. Ventriglia Eds, pp. 191-213, (2007) pdf

[C31]     D. Gonzalez-Jimenez, M. Bicego, J.W.H. Tangelder, B.A.M Schouten, O. Ambekar, J.L. Alba-Castro, E. Grosso, M. Tistarelli, "Distance Measures for Gabor Jets-based Face Authentication: A Comparative Evaluation", Advances in Biometrics (ICB07), LNCS 4642, Seong-Whan Lee and Stan Z. Li Eds., pp. 474-483, (2007) pdf

[C30]     M. Bicego, E. Pekalska and R.P.W. Duin, "Group-induced vector spaces", Multiple Classifier Systems (MCS07), LNCS 4472, M. Haindl, J. Kittler, F. Roli Eds., pp. 190-199, (2007) pdf

[C29]     A. A. Salah, M. Bicego, L. Akarun, E. Grosso, M. Tistarelli: "Hidden Markov model-based face recognition using selective attention", Human Vision and Electronic Imaging XII, Proc. of SPIE, vol. 6492, (2007) pdf

[O1]     D. Porcheddu, G. Atzeni, M. Bicego: "Ordinamenti dimensionali di impresa attraverso metodologie multiple classifier systems (MCS)", Economia e politica industriale, (2007) (in italian)

2006

[J10]     G.J. Brelstaff, L. Brodo, M. Bicego, E. Grosso: "Face-pair scrutiny - subject-type classification", Perception (ECVP 2006), vol 35 sup, p. 209, (2006) html

[J9]     M. Bicego, V. Murino, M. Pelillo, A. Torsello: "Similarity-based Pattern Recognition", editorial message of the special issue on "Similarity-based Pattern Recognition", Pattern Recognition, vol 39(10), pp. 1813-1814, (2006) pdf

[J8]     M. Bicego, M. Cristani, V. Murino: "Unsupervised Scene Analysis: a Hidden Markov Model approach". Computer Vision and Image Understanding, vol 102, pp. 22-41, (2006) pdf

[C28]     A. Rattani, D.R. Kisku, M. Bicego, M. Tistarelli: "Robust Feature-Level Multibiometric Classification", Proc. of IEEE Biometrics Symposium (BSYM06), pp 1-6, (2006) pdf

[C27]     M. Tistarelli, M. Bicego, E. Grosso: "Recognizing people's faces: from Human to Machine vision", Proc. of IEEE Int. Conf. on Control, Automation, Robotics and Vision (ICARCV06), pp. 1-7, (2006) pdf

[C26]     M. Cristani, M. Bicego, V. Murino: "Audio-visual foreground extraction for events characterization", Proc. of IEEE Int. Workshop on Semantic Learning Applications in Multimedia, in association with CVPR06, pp. 116, (2006) pdf

[C25]     M. Bicego, A.Lagorio, E. Grosso, M. Tistarelli: "On the use of SIFT features for face authentication", Proc. of IEEE Int Workshop on Biometrics, in association with CVPR06, pp. 35, (2006) pdf (Highest Impact paper Award at CVPRW on Biometrics 2014)

[C24]     L. Brodo, M. Bicego, G. Brelstaff, A. Lagorio, M. Tistarelli, E. Grosso: "Comparing Faces: a computational and perceptual study". Proc. of Int. Conf. on Computer Vision Theory and Application (VISAPP06), pp. 188-191, (2006) pdf

[C23]     M. Bicego, E. Grosso, M. Tistarelli: "Person Authentication from video of faces: a behavioral and physiological approach using Pseudo Hierarchical Hidden Markov Models". Int. Conf. On Biometrics (ICBA06) , LNCS 3832, D. Zhang, A.K. Jain Eds, pp 113-120, (2006) pdf

2005

[P1]     M. Baltatu, R. D'Alessandro, R. D'Amico, M. Tistarelli, E. Grosso, M. Bicego: "Automatic biometric identification based on face recognition and support vector machines". European Patent, International Publication Number WO 2007/016936 A1, (2007).

[J7]     M. Bicego, U. Castellani, V. Murino: "A Hidden Markov Model approach for appearance-based 3D object recognition". Pattern Recognition Letters, vol 26(16), pp. 2588-2599, (2005) pdf

[J6]     M. Bicego, M. Del Rosario Martinez, V. Murino: "A supervised data-driven approach for microarray spot quality classification". Pattern Analysis and Applications, vol 8, pp. 181--187, (2005) pdf

[J5]     M. Bicego: "Odor classification using similarity-based representation". Sensors and Actuators B, vol 110(2), pp. 225--230, (2005). pdf

[C22]     M. Bicego, E. Grosso, M. Tistarelli: "Face authentication using One-Class Support Vector Machines". Advances in Biometric Person Authentication: Int. Workshop on Biometric Recognition Systems , in conjunction with Int. Conf. On Computer Vision , LNCS 3781, S.Z. Li, Z. Sun, T. Tan, S. Pankanti, G. Chollet, D. Zhang Eds., pp. 15, (2005). pdf

[C21]     S. Ceresola, A. Fusiello, M. Bicego, A. Belussi, V. Murino: "Automatic updating of urban vector maps". Image Analysis and Processing (ICIAP05), LNCS 3617, F. Roli S. Vitulano Eds, pp. 1133--1139, (2005) pdf

[C20]     U. Castellani, M. Bicego, G. Iacono, V. Murino: "3D Face Recognition Using Stereoscopic Vision". Advanced Studies in Biometrics, LNCS 3161, M. Tistarelli, J. Bigun, E Grosso Eds, pp. 126, (2005) pdf

[C19]     M. Bicego, E. Grosso, M. Tistarelli: "On finding differences between faces". Audio- and Video-based Biometric Person Authentication (AVBPA05), LNCS 3546, T.Kanade, A. Jain, N. Ratha Eds, pp. 329--338, (2005). pdf

[C18]     M. Bicego, E. Grosso, M. Tistarelli: "Probabilistic face authentication using Hidden Markov Models". Biometric Technology for Human Identification II , Proc. of SPIE, vol. 5779, A.K. Jain, N.K. Ratha Eds., pp. 299--306, (2005). zipped ps

[C17]     M. Bicego, E. Grosso, A. Lagorio, M. Tistarelli: "Measuring differences between faces". Proc. of European Signal Processing Conference (EUSIPCO05), (2005)

2004

[J4]     M. Bicego, V. Murino, M.A.T. Figueiredo: "Similarity-based classification of sequences using Hidden Markov Models". Pattern Recognition, vol 37(12), pp. 2281-2291, (2004). pdf

[J3]     M. Bicego, V. Murino: "Investigating Hidden Markov Models' capabilities in 2D shape classification". IEEE Trans. on Pattern Analysis and Machine Intelligence - PAMI , vol 26(2), pp. 281-286, (2004). pdf

[C16]     M. Cristani, M. Bicego, V. Murino: "Audio-video integration for background modelling". European Conference on Computer Vision (ECCV04), LNCS 3022, T. Pajdla, J. Matas Eds., pp. 202--213, (2004). pdf

[C15]     V. Murino, M. Bicego, I. Rossi: "Statistical classification of raw textile defects". Proc. of IEEE Int. Conf. on Pattern Recognition (ICPR04), vol 2, pp. 399--402, (2004) pdf

[C14]     M. Cristani, M. Bicego, V. Murino: "On-line adaptive background modelling for audio surveillance". Proc. of IEEE Int. Conf. on Pattern Recognition (ICPR04), vol 2, pp. 399--402, (2004) pdf

[C13]     A. Castellani, D. Botturi, M. Bicego, P. Fiorini: "Hybrid HMM/SVM Model for the Analysis and Segmentation of Teleoperation Tasks". Proc. of IEEE Int. Conf. on Robotics and Automation (ICRA04), pp. 2918--2923, (2004) pdf

2003

[J2]     M. Bicego, V. Murino, M.A.T. Figueiredo: "A sequential pruning strategy for the selection of the number of states in Hidden Markov Models". Pattern Recognition Letters , vol. 24(9-10), pp. 1395-1407, (2003). pdf Matlab Code available

[B1]     M. Bicego: "Hidden Markov Models for Pattern Recognition and Computer Vision: methodological issues and applications", PhD Thesis - DI - University of Verona, series TD-01-03, (2003) pdf

[C12]     M. Bicego, V. Murino, M.A.T. Figueiredo: "Similarity-based clustering of sequences using Hidden Markov Models". Machine Learning and Data Mining (MLDM03), LNAI 2734, P. Perner and A. Rosenfeld Eds., Springer, pp. 86-95, (2003). pdf

[C11]     M. Bicego, M. Cristani, A. Fusiello, V. Murino: "Watershed-based unsupervised clustering". Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR03), LNCS 2683, A. Rangarajan, M.A.T. Figueiredo and J. Zerubia Eds., Springer, pp. 83-94, (2003). pdf

[C10]     M. Bicego, G. Iacono, V. Murino: "Face recognition with Multilevel B-Splines and Support Vector Machines". Proc. of ACM SIGMM Multimedia Biometrics Methods and Applications Workshop (WBMA03), in conjunction with 11th ACM Int. Conf. on Multimedia , pp. 17-24, (2003) pdf

[C9]     M. Cristani, M. Bicego, V. Murino: "Multi-Level Background Initialization using Hidden Markov Models". Proc. of ACM SIGMM Workshop on Video Surveillance (IWVS03), in conjunction with 11th ACM Int. Conf. on Multimedia , pp. 11-19, (2003) pdf

[C8]     M. Bicego, U. Castellani, V. Murino: "Using Hidden Markov Models and Wavelets for face recognition". Proc. of IEEE Int. Conf. on Image Analysis and Processing (ICIAP03), pp. 52-56, (2003) pdf

[C7]     M. Bicego, S. Dalfini, G. Vernazza, V. Murino: "Automatic road extraction from aerial images by probabilistic contour tracking". Proc. of IEEE Int. Conf. on Image Processing (ICIP03), vol. III, pp. 585-588, (2003) pdf

[C6]     M. Bicego, S. Dalfini, V. Murino: "Aerial images analysis for the extraction of geographical entities". Proc. of Workshop on Spatial Data and Geographic Information Systems (SpaDaGIS03), (2003)

[C5]     M. Bicego, S. Dalfini, V. Murino: "Extraction of geographical entities from aerial images". Proc. of IEEE-ISPRS Workshop on Remote Sensing and Data fusion over Urban Areas (URBAN03), pp 125-128, (2003) pdf

2002

[J1]     M. Bicego, G. Tessari, G. Tecchiolli, M. Bettinelli: "A comparative analysis of basic Pattern Recognition techniques for the development of small size electronic nose". Sensors and Actuators B, vol. 85(1-2), pp. 137-144, (2002). pdf

[C4]     A. Panuccio, M. Bicego, V. Murino : "A Hidden Markov Model-based approach to sequential data clustering". Structural, Syntactic and Statistical Pattern Recognition (SSPR02), LNCS 2396, T. Caelli, A. Amin, R.P.W. Duin, M. Kamel, and D. de Ridder Eds., Springer, pp. 734-742, (2002) pdf

[C3]     M. Cristani, M. Bicego, V. Murino: "Integrated Region- and Pixel-based Approach to Background Modelling". Proc. of IEEE Workshop on Motion and Video Computing (MOTION02), pp 3-8, (2002) pdf

2001

[C2]     M. Bicego, A. Dovier, V. Murino : "Designing the Minimal Structure of Hidden Markov Models by Bisimulation". Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR01), LNCS 2134, M. Figueiredo, J. Zerubia, and A.K. Jain Eds., Springer, pp. 75-90, (2001) pdf

[C1]     M. Bicego, V. Murino: "2D shape recognition by Hidden Markov Models". Proc. of 11th IEEE Int. Conf. on Image Analysis and Processing (ICIAP01), pp 20-24, (2001) pdf