Pubblicazioni (Publications)

Pubblicazioni su IRIS AIR - UniMi (Publications list on University of Milan IRIS)

Pubblicazioni su Web of Science - ResearcherID (Publications list on ISI)

Pubblicazioni su Scopus (Publications list on Scopus)

• Libri (Books)
• Capitoli di libri (Book chapters)
• Pubblicazioni su rivista (Journal papers)
• Pubblicazioni a congresso (Conference papers)
• Tesi (Thesis)
• Seminari su invito (Invited talks)
• Altre pubblicazioni (Other documents)

Libri (Books)

• F. Bellocchio, N. A. Borghese, S. Ferrari, and V. Piuri, 3D Surface Reconstruction: Multi-Scale Hierarchical Approaches. Springer-Verlag New York, LLC, 2013, ISBN 1461456312, ISBN-13 9781461456322 (e-book: ISBN-13 9781461456322).
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Capitoli di libri (Book chapters)

• S. Ferrari, and V. Piuri, "Neural Networks in Intelligent Sensors and Measurement Systems for Industrial Applications," in Neural networks for Instrumentation, Measurements, and Related Industrial Applications (S. Ablameyko, L. Goras, M. Gori, and V. Piuri, eds.), IOS Press, 2003, pp. 19-42.
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Pubblicazioni su rivista (Journal papers)

• M. Abukmeil, S. Ferrari, A. Genovese, V. Piuri, F. Scotti, “A survey of unsupervised generative models for exploratory data analysis and representation learning,” ACM Computing Surveys, vol. 54, pp. 1–40, 2021.
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• S. Ferrari, M. Lazzaroni, V. Piuri, A. Salman, L. Cristaldi, M. Faifer and S. Toscani, "Solar panel modelling through computational intelligence techniques," Measurement, vol. 93, pp. 572-580, Nov. 2016.
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• M. Lazzaroni, S. Ferrari, V. Piuri, A. Salman, L. Cristaldi, and M. Faifer, "Models for solar radiation prediction based on different measurement sites," Measurement, vol. 63, pp. 346-363, Mar. 2015.
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• F. Bellocchio, S. Ferrari, V. Piuri, N.A. Borghese, "Hierarchical approach for multiscale Support Vector Regression," IEEE Trans. on Neural Networks and Learning Systems, vol. 23, no. 9, pp. 1448-1460, Sep. 2012.
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• S. Ferrari, F. Bellocchio, V. Piuri, N.A. Borghese, "A Hierarchical RBF Online Learning Algorithm for Real-Time 3-D Scanner," IEEE Trans. on Neural Networks, vol. 21, no. 2, pp. 275-285, Feb. 2010.
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• M. Lazzaroni, S. Ferrari, L. Cristaldi, and M. Annoni, "Nozzle and Working-Condition Classifications for Water Jet Systems," IEEE Trans. on Instr. and Meas., vol. 58, no. 5, pp. 1546-1554, May 2009.
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• M. Annoni, L. Cristaldi, M. Lazzaroni, and S. Ferrari, "Nozzles Classification in a High-Pressure Water Jet System," IEEE Trans. on Instr. and Meas., vol. 58, no. 10, pp. 3739 - 3745, Oct. 2009.
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• S. Ferrari, G. Ferrigno, V. Piuri, N. A. Borghese, "Reducing and Filtering Point Clouds With Enhanced Vector Quantization," IEEE Trans. on Neural Networks, vol. 18, no. 1, pp. 161 - 177, Jan. 2007.
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• S. Ferrari, I. Frosio, V. Piuri, N. A. Borghese, "Automatic Multiscale Meshing through HRBF Networks," IEEE Trans. on Instr. and Meas., vol. 54, no. 4, pp. 1463 - 1470, Aug. 2005.
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• S. Ferrari, M. Maggioni, and N. A. Borghese, "Multi-Scale Approximation with Hierarchical Radial Basis Functions Networks," IEEE Trans. on Neural Networks, vol. 15, no. 1, pp. 178 - 188, Jan. 2004.
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• D. Perani, F. Fazio, N. A. Borghese, M. Tettamanti, S. Ferrari, J. Decety, and M. C. Gilardi, "Different Brain Correlates for Watching Real and Virtual Hand Actions," NeuroImage, vol. 14, pp. 749-758, Sept. 2001.
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• S. Ferrari, N. A. Borghese, and V. Piuri, "Multiscale Models for Data Processing: an Experimental Sensitivity Analysis," IEEE Trans. on Instr. and Meas., vol. 50, pp. 995-1002, Aug. 2001.
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• N. A. Borghese and S. Ferrari, "A Portable Modular System for Automatic Acquisition of 3-D Objects," IEEE Trans. on Instr. and Meas., vol. 49, pp. 1128-1136, Oct. 2000.
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• C. Alippi, S. Ferrari, V. Piuri, M. Sami, and F. Scotti, "New Trends in Intelligent Systems Design for Embedded and Measurement Applications," IEEE Instr. & Meas. Mag., vol. 2, pp. 36-44, June 1999.
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• N. A. Borghese, G. Ferrigno, G. Baroni, A. Pedotti, S. Ferrari, and R. Savarè, "Autoscan: a Flexible and Portable 3D Scanner," IEEE Computer Graphics and Applications, vol. 18, pp. 38-41, May 1998.
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• N. A. Borghese and S. Ferrari, "Hierarchical RBF Networks and Local Parameter Estimate," Neurocomputing, vol. 19, no. 1-3, pp. 259-283, 1998.
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Pubblicazioni a congresso (Conference papers)

• M. Abukmeil, S. Ferrari, A. Genovese, V. Piuri, F. Scotti, “Grad₂VAE: An explainable variational autoencoder model based on online attentions preserving curvatures of representations,” in Image Analysis and Processing – ICIAP 2022 (S. Sclaroff, C. Distante, M. Leo, G. M. Farinella, F. Tombari, eds.), (Cham), pp. 670–681, Springer International Publishing, 2022.
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• M. Abukmeil, S. Ferrari, A. Genovese, V. Piuri, F. Scotti, “On approximating the non-negative rank: Applications to unsupervised image reduction,” in 2020 IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA), pp. 1–6, 2020.
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• M. Abukmeil, S. Ferrari, A. Genovese, V. Piuri, F. Scotti, “Unsupervised learning from limited available data by β-NMF and dual autoencoder,” in 2020 IEEE International Conference on Image Processing (ICIP), pp. 81–85, 2020.
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• S. Ferrari, C. Leani, V. Piuri, "Multi-point solar prediction through feed-forward neural networks," in Proceedings of EESMS 2014 (2014 IEEE Workshop on Environmental Energy and Structural Monitoring Systems), pp. 1-5, Sep. 2014.
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• S. Ferrari, M. Lazzaroni, V. Piuri, A. Salman, L. Cristaldi, M. Faifer, S. Toscani, "A computational intelligence approach to solar panel modelling," in Proceedings of I2MTC 2014 (2014 IEEE International Instrumentation and Measurement Technology Conference), pp. 1261-1266, May 2014.
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• S. Ferrari, G.B.V. Pentchev, "An Android-based platform for augmented-reality remote inspection systems prototyping," in Proceedings of EESMS 2013 (2013 IEEE Workshop on Environmental Energy and Structural Monitoring Systems), pp. 1-6, Sep. 2013.
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• S. Ferrari, M. Lazzaroni, V. Piuri, A. Salman, L. Cristaldi, M. Faifer, "A data approximation based approach to photovoltaic systems maintenance," in Proceedings of EESMS 2013 (2013 IEEE Workshop on Environmental Energy and Structural Monitoring Systems), pp. 1-6, Sep. 2013.
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• S. Ferrari, A. M. Lazzaroni, V. Piuri, L. Cristaldi, M. Faifer, "Statistical Models approach for Solar Radiation Prediction," in Proceedings of I2MTC 2013 (2013 IEEE International Instrumentation and Measurement Technology Conference), pp. 1734-1739, 2013.
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• S. Ferrari, A. M. Lazzaroni, V. Piuri, A. Salman, L. Cristaldi, M. Faifer, "Computational Intelligence Models for Solar Radiation Prediction," in Proceedings of I2MTC 2013 (2013 IEEE International Instrumentation and Measurement Technology Conference), pp. 757-762, 2013.
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• S. Ferrari, A. Fina, M. Lazzaroni, V. Piuri, L. Cristaldi, M. Faifer, T. Poli, "Illuminance Prediction through Statistical Models," in Proceedings of EESMS 2012 (IEEE Workshop on Environmental Energy and Structural Monitoring Systems), pp. 90-96, September 2012.
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• S. Ferrari, M. Lazzaroni, V. Piuri, A. Salman, L. Cristaldi, M. Rossi, T. Poli, "Illuminance Prediction through Extreme Learning Machines," in Proceedings of EESMS 2012 (IEEE Workshop on Environmental Energy and Structural Monitoring Systems), pp. 97-103, September 2012.
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• F. Bellocchio, S. Ferrari, M. Lazzaroni, L. Cristaldi, M. Rossi, T. Poli, and R. Paolini, "Illuminance prediction through SVM regression," in Proceedings of EESMS 2011 (IEEE Workshop on Environmental Energy and Structural Monitoring Systems), pp. 1-5, September 2011.
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• S. Ferrari, F.Bellocchio, N.A. Borghese, and V. Piuri, "Multi-scale Support Vector Regression," in Proceedings of IJCNN 2010 (IEEE International Joint Conference on Neural Networks), pp. 1-7, July 2010. Runner-up Best Paper.
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• F.Bellocchio, N.A. Borghese, S. Ferrari, and V. Piuri, "Kernel Regression in HRBF networks for Surface Reconstruction," in Proceedings of HAVE 2008 (IEEE International Workshop on Haptic Audio and Visual Environments and Games), pp. 160-165, October 2008.
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• S. Ferrari, V. Piuri, and F. Scotti, "Image Processing for Granulometry Analysis via Neural Networks," in Proceedings of CIMSA 2008 (IEEE Conference on Computational Intelligence for Measurement Systems and Applications), pp. 28-32, July 2008.
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• S. Ferrari, V. Piuri, and F. Scotti, "Virtual Environment for Granulometry Analysis," in Proceedings of VECIMS 2008 (IEEE Conference on Virtual Environments, Human-Computer Interfaces and Measurement Systems), pp. 156-161, July 2008.
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• M. Lazzaroni, S. Ferrari, L. Cristaldi, and M. Annoni, "A Tool for Working Condition and Nozzles Classification for Water Jet Systems," in Proceedings of IMTC 2008 (IEEE Instrumentation and Measurement Technology Conference), pp. 1435-1440, May 2008.
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• S. Ferrari, F. Bellocchio, N.A. Borghese, and V. Piuri, "Refining Hierarchical Radial Basis Function Networks," in Proceedings of HAVE 2007 (IEEE International Workshop on Haptic Audio and Visual Environments and Games), pp. 166-170, October 2007.
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• F. Bellocchio, S. Ferrari, V. Piuri, and N.A. Borghese, "Online Training of Hierarchical RBF," in Proceedings of IJCNN 2007 (IEEE International Joint Conference on Neural Networks), pp. 2159-2164, August 2007.
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• M. Annoni, L. Cristaldi, M. Lazzaroni, and S. Ferrari, "Nozzles Classification in a High Pressure Water Jet Systems," in Proceedings of IMTC 2007 (IEEE Instrumentation and Measurement Technology Conference), pp. 1-6, May 2007.
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• S. Ferrari, I. Frosio, V. Piuri, and N. A. Borghese, "Enhanced Vector Quantization for Data Reduction and Filtering," in Proceedings of 3DPVT 2004 (2nd International Symposium on 3D Data Processing, Visualization and Transmission), pp. 470-477, Sept. 2004.
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• S. Ferrari, I. Frosio, V. Piuri, and N. A. Borghese, "The Accuracy of the HRBF networks," in Proceedings of IMTC 2004 (21th IEEE Instrumentation and Measurement Technology Conference), pp. 482-486, May 2004.
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• N. A. Borghese, S. Ferrari, and V. Piuri, "A Methodology for Surface Reconstruction Based on Hierarchical Models," in Proceedings of HAVE 2003, IEEE International Workshop on Haptic Audio Visual Environments and their Applications, pp. 119-124, Sept. 2003.
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• N.A. Borghese, S. Ferrari, and V. Piuri, "Real-time surface meshing through HRBF networks," in Proceedings of IJCNN 2003, International Joint Conference on Neural Networks, 2003, vol. 2, pp. 1361-1366, July 20-24, 2003.
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• N.A. Borghese, S. Ferrari, and V. Piuri, "Real-Time Surface Reconstruction through HRBF Networks," in Proceedings of HAVE 2002, IEEE International Workshop on Haptic Virtual Environments and Their Applications, 2002, pp. 19-24, 17-18 Nov. 2002.
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• C. Alippi, S. Ferrari, and V. Piuri, "A Methodology for Example-Based Specification and Design," in Proceedings of IJCNN 2000 (IEEE-INNS-ENNS International Joint Conference of Neural Networks) (S.-I. Amari, C. L. Giles, M. Gori, and V. Piuri, eds.), vol. 3, pp. 535-540, July 2000.
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• N. A. Borghese and S. Ferrari, "Mesh Construction with Fast Soft Vector Quantization," in Proceedings of IJCNN 2000 (IEEE-INNS-ENNS International Joint Conference of Neural Networks) (S.-I. Amari, C. L. Giles, M. Gori, and V. Piuri, eds.), vol. 5, pp. 473-478, July 2000.
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• S. Ferrari, N. A. Borghese, and V. Piuri, "Multi-Resolution Models for Data Processing: an Experimental Sensitivity Analysis," in Proceedings of IMTC 2000 (17th IEEE Instrumentation and Measurement Technology Conference), vol. 2, pp. 1056-1060, May 2000.
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• N. A. Borghese, S. Ferrari, and V. Piuri, "Local Wavelet Decomposition and its Application to Face Reconstruction," in Neural Nets WIRN Vietri-99, Proc. of the 11th Italian Workshop on Neural Nets (M. Marinaro and R. Tagliaferri, eds.), pp. 184-189, May 1999.
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• S. Ferrari and N. A. Borghese, "A Portable Modular System for Automatic Acquisition of 3D Objects," in Proceedings of IMTC'99 (16th IEEE Instrumentation and Measurement Technology Conference) (V. Piuri and M. Savino, eds.), vol. 3, pp. 1823-1827, May 1999.
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• N. A. Borghese and S. Ferrari, "Scanning and Reconstruction of Human Body Parts," in STAR Proc. of Eurographics 1998, pp. 3.5.1-3.5.2, 1998.
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• C. Rigotti, N. A. Borghese, S. Ferrari, G. Baroni, and G. Ferrigno, "Portable and Accurate 3D Scanner for Breast Implants Design and Reconstructive Plastic Surgery," in Proceedings of SPIE's International Symposium on Medical Imaging 1998, vol. 3338, pp. 1558-1567, Feb. 1998.
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• N. A. Borghese, G. Ferrigno, and S. Ferrari, "Image Reconstruction using a Hierarchical RBF Network Architecture," in Proceedings of WIRN '97, Italian Workshop on Neural Nets, pp. 177-182, 1997.
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• P. Cerveri, S. Ferrari, and N. A. Borghese, "Calibration of TV Cameras through RBF Networks," in Applications of Soft Computing, Proceedings of SPIE '97 (B.Bosacchi, J. Bezdek, and D. Fogel, eds.), vol. 3165, pp. 312-318, 1997.
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• M. Fontana, N. A. Borghese, and S. Ferrari, "Image Reconstruction using Improved "Neural-Gas"," in Proceedings of WIRN '95, Italian Workshop on Neural Nets, pp. 260-265, 1995.
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Tesi (Thesis)

• S. Ferrari, Una Metodologia Gerarchica per Analisi e Sintesi di Immagini Tridimensionali. PhD thesis, Politecnico di Milano, Jan. 2001.
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Seminari su invito (Invited talks)

• F. Bellocchio, N. A. Borghese, S. Ferrari, and V. Piuri, "Computational Intelligence for Surface Modeling," in Proceedings of ICNNAI 2012, The 7th International Conference on Neural Networks and Artificial Intelligence, pp. 11-16, 2012.
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Altre pubblicazioni (Other documents)

• D. Petri, D. Macii, M. De Cecco, S. Ferrari, D. Fontanelli, E. Kyriakides, M. Lazzaroni, "Welcome message from the chairpersons," Proceedings of EESMS 2013 (2013 IEEE Workshop on Environmental, Energy and Structural Monitoring Systems), Sep. 2013.
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• P. Carbone, M. Polycarpou, S. Ferrari, A. Moschitta, E. Kyriakides, M. Lazzaroni, "Welcome message from the chairpersons," Proceedings of EESMS 2012 (2012 IEEE Workshop on Environmental, Energy and Structural Monitoring Systems), Sep. 2012.
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• J.C.Y. Leong, M. Siegel, F.L. Pena, D. Ming, Y. Hu, S. Shirmohammadi, S. Ferrari, G. Xu, J. Zhao, R.J. Duro, "Welcome message from the Chairpersons," Proceedings of VECIMS 2012 (2012 IEEE International Conference on Virtual Environments, Human-Computer Interfaces, and Measurement Systems), July 2012.
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• V. Piuri, M. Siegel, S. Demidenko, S. Ferrari, E.M. Petriu, F. Bellocchio, J. Zhao, S.C. Mukhopadhyay, "Welcome message from the Chairpersons," Proceedings of VECIMS 2011 (2011 IEEE International Conference on Virtual Environments, Human-Computer Interfaces, and Measurement Systems), Sep. 2011.
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• Y. Chen, M. Siegel, V. Di Lecce, S.H. Choi, A. El Saddik, S. Ferrari, "Welcome message from the Chairpersons," Proceedings of VECIMS 2009 (2009 IEEE International Conference on Virtual Environments, Human-Computer Interfaces, and Measurement Systems), May. 2009.
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• S. Ferrari, V. Piuri, "Guest Editorial Special Section on VECIMS 2005," IEEE Trans. on Instr. and Meas., vol. 57, no. 9, pp. 1818-1819, Sep. 2008.
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• A. El Saddik, R.J. Duro, S. Ferrari, "Guest Editorial Special Section on VECIMS 2006," IEEE Trans. on Instr. and Meas., vol. 57, no. 9, pp. 1852-1853, Sep. 2008.
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