Lab Publications 
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Monographs
Fabio Cuzzolin
The geometry of uncertainty  The geometry of imprecise probabilities
Artificial Intelligence: Foundations, Theory, and Algorithms (http://www.springer.com/series/13900), SpringerVerlag, 2018 (in press)Uncertainty can be understood as lack of information about an issue of interest for a certain agent, a condition of limited knowledge in which it is impossible to exactly describe the state of the world or its future evolution.
Fabio Cuzzolin
Visions of a generalized probability theory
Lambert Academic Publishing, September 24 2014
ISBN13: 9783659131752In this Book we are going to show how, indeed, the fruitful interaction of computer vision and belief calculus is capable of stimulating significant advances in both fields.
Edited Books
Fabio Cuzzolin (Editor) Proceedings of the 3rd International Conference on Belief Functions (BELIEF 2014) SpringerVerlag, Lecture Notes in Artificial Intelligence (LNAI/LNCS) Volume 8764, September 2014 
This book constitutes the thoroughly refereed proceedings of the Third International Conference on Belief Functions, BELIEF 2014, held in Oxford, UK, in September 2014. 
Fabio Cuzzolin An algebraic study of the notion of independence of frames in Mathematics of Uncertainty Modeling in the Analysis of Engineering and Science Problems Prof. S. Chakraverty (Editor), IGI Publishing, January 2014 
In this chapter, the authors discuss the notion of independence of frames in the theory of evidence from an algebraic point of view, starting from an analogy with standard linear independence. 
Fabio Cuzzolin Manifold learning for multidimensional autoregressive dynamical models in Machine Learning for Visionbased Motion Analysis L. Wang, G. Zhao, L. Cheng, M. Pietikäine (Eds.), SpringerVerlag, 2010 
We present a general differentialgeometric framework for learning optimal metric for dynamical models, selected among a family of pullback metrics induced by a parameterised automorphism. 
Fabio Cuzzolin Multilinear modeling for robust identity recognition from gait in Behavioral Biometrics for Human Identification: Intelligent Applications Liang Wang and Xin Geng (Eds.), IGI Publishing, 2009 
In this chapter we address the problem of robust identity recognition in the framework of multilinear models. 
Wenjuan Gong and Fabio Cuzzolin A belieftheoretical approach to examplebased pose estimation IEEE Transactions on Fuzzy Systems, Volume 26, Issue 2, pages 598611, April 2018 
Rocco de Rosa, Ilaria Gori, Fabio Cuzzolin and Nicolo' Cesa Bianchi Active Incremental Recognition of Human Activities in a Streaming Context Pattern Recognition Letters , Volume 99, pages 4856, November 2017 
Fabio Cuzzolin, Michael Sapienza, Patrick Esser, Suman Saha, Marloes Franssen, Johnny Collett and Helen Dawes Metric learning for Parkinsonian identification from IMU gait measurements Gait and Posture, Volume 54, pages 127132, May 2017 
Garfield Mellema and Fabio Cuzzolin ISIF Sponsored Workshop  BELIEF 2014 ISIF Perspectives on Information Fusion, Volume 1, Issue 1, June 2016. 
Fabio Cuzzolin Belief functions: Theory and applications (BELIEF 2014) International Journal of Approximate Reasoning, 2016. DOI http://dx.doi.org/j.ijar.2016.01.005 (I.F. 2.696) 
Fabio Cuzzolin, Diana Mateus and Radu Horaud Robust temporally coherent Laplacian protrusion segmentation of 3D articulated bodies submitted to the International Journal of Computer Vision, Volume 112, Issue 1, pages 4370, March 2015 (I.F. 4.27) 
Alessandro Antonucci, Rocco de Rosa, Alessandro Giusti and Fabio Cuzzolin Robust classification of multivariate time series by imprecise hidden Markov models International Journal of Approximate Reasoning, Volume 56, Part B, pages 249263, January 2015 
Michael Sapienza, Fabio Cuzzolin and Philip Torr Learning discriminative spacetime action parts from weakly labelled videos International Journal of Computer Vision, Volume 110, Issue 1, Pages 3047, October 2014 (I.F. 4.27) 
Fabio Cuzzolin and Michael Sapienza Learning pullback HMM distances IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 36, Issue 7, Pages 14831489, July 2014 http://doi.ieeecomputersociety.org/10.1109/TPAMI.2013.181 Supplementary material (I.F. 6.077) 
Fabio Cuzzolin On the fiber bundle structure of the space of belief functions Annals of Combinatorics, Volume 18, Issue 2, pp 245263, June 2014 (I.F. 0.407) 
Fabio Cuzzolin Lp consonant approximations of belief functions, IEEE Transactions on Fuzzy Systems, Volume 22, Issue 2, Pages 420436, April 2014 10.1109/TFUZZ.2013.2260549 (I.F. 8.746) 
Fabio Cuzzolin On the relative belief transform International Journal of Approximate Reasoning Vol. 53, No. 5, pp. 786804, July 2012. DOI http://dx.doi.org/10.1016/j.ijar.2011.12.009. (I.F. 2.696) 
Al Ozonoff, Fabio Cuzzolin and Paul Snow Guest editorial: Special issue on information fusion applications to human health and safety Information Fusion, Volume 13, Issue 2, April 2012 (I.F. 4.353) 
Fabio Cuzzolin Three alternative combinatorial formulations of the theory of evidence Intelligent Data Analysis Vol. 14, No. 4, pp. 439464 , December 2010 (I.F. 0.929) 
Fabio Cuzzolin Geometry of relative plausibility and relative belief of singletons Annals of Mathematics and Artificial Intelligence, Volume 59, Issue 1, pages 4779, May 2010  DOI: 10.1007/s104720109186x (I.F. 0.944) 
Fabio Cuzzolin The geometry of consonant belief functions: simplicial complexes of possibility measures Fuzzy Sets and Systems Vol. 161, No. 10, pp. 14591479, May 16 2010 (I.F. 1.986) 
Fabio Cuzzolin Credal semantics of Bayesian transformations in terms of probability intervals IEEE Transactions on Systems, Man, and Cybernetics part B Vol. 40, No. 2, pp. 421432, April 2010 (I.F. 6.22) 
Fabio Cuzzolin A geometric approach to the theory of evidence IEEE Transactions on Systems, Man, and Cybernetics part C Vol. 38, No. 4, pp. 522534, July 2008 (I.F. 2.171) 
Fabio Cuzzolin Two new Bayesian approximations of belief functions based on convex geometry IEEE Transactions on Systems, Man, and Cybernetics part B Vol. 37, No. 4, pp. 9931008, August 2007 (I.F. 6.22) 
Fabio Cuzzolin Algebraic structure of the families of compatible frames of discernment Annals of Mathematics and Artificial Intelligence Vol. 45, No. 12, pp. 241274, 2005 (I.F. 0.893) 
Fabio Cuzzolin Geometry of Dempster's rule of combination IEEE Transactions on Systems, Man, and Cybernetics part B Vol. 34, No. 2, pp. 961977, April 2004 (I.F. 6.22) 
Fabio Cuzzolin On the orthogonal projection of a belief function in "Symbolic and Quantitative Approaches to Reasoning with Uncertainty" , Lecture Notes in Computer Science, Vol. 4724/2007, pages 356367 Springer Berlin / Heidelberg, 2007 
Fabio Cuzzolin, Diana Mateus,
Edmond Boyer, and Radu Horaud Robust spectral 3Dbodypart segmentation in time in "Human Motion  Understanding, Modeling, Capture and Animation", Lecture Notes in Computer Science, Vol. 4814/2007, pages 196211 Seidel, H.P.; Wang, Y.; Rosenhahn, B.; Mori, G. (Eds.) Springer Berlin / Heidelberg, 2007 
Fabio Cuzzolin A latticetheoretic interpretation of independence on frames in "Interval / Probabilistic Uncertainty and Nonclassical Logics", Advances in Soft Computing, Vol. 46 Huynh, V.N.; Nakamori, Y.; Ono, H.; Lawry, J.; Kreinovich, V.; Nguyen, H.T. (Eds.) Springer Berlin / Heidelberg, 2008 
Fabio Cuzzolin Semantics of the relative belief of singletons in "Interval / Probabilistic Uncertainty and Nonclassical Logics", Advances in Soft Computing, Vol. 46 Huynh, V.N.; Nakamori, Y.; Ono, H.; Lawry, J.; Kreinovich, V.; Nguyen, H.T. (Eds.) Springer Berlin / Heidelberg, 2008 
Fabio Cuzzolin On the credal structure of consistent probabilities in "Logics in Artificial Intelligence", Lecture Notes in Computer Science, Volume 5293/2008, pages 126139 Springer Berlin / Heidelberg, 2008 
Fabio Cuzzolin Complexes of outer consonant approximations in "Symbolic and Quantitative Approaches to Reasoning with Uncertainty", Lecture Notes in Computer Science, Volume 5590/2009, pages 275286 Springer Berlin / Heidelberg, 2009 
Fabio Cuzzolin The intersection probability and its properties in "Symbolic and Quantitative Approaches to Reasoning with Uncertainty", Lecture Notes in Computer Science, Volume 5590/2009, pages 287298 Springer Berlin / Heidelberg, 2009 
Fabio Cuzzolin Alternative formulations of the theory of evidence based on basic plausibility and commonality assignments (BEST PAPER AWARD RECIPIENT) in "PRICAI 2008: Trends in Artificial Intelligence", Lecture Notes in Computer Science, Volume 5351/2008, pages 91102 Springer Berlin / Heidelberg, 2008 
Fabio Cuzzolin Dual properties of the relative belief of singletons in "PRICAI 2008: Trends in Artificial Intelligence", Lecture Notes in Computer Science, Volume 5351/2008, pages 7890 Springer Berlin / Heidelberg, 2009 
Andrea Sorrentino, Fabio Cuzzolin and Ruggero Frezza Using hidden Markov models and dynamic size functions for gesture recognition Proceedings of the 8th British Machine Vision Conference (BMVC97) Vol. 2, pp. 560570 University of Essex, UK, September 1997 
Fabio Cuzzolin and Ruggero Frezza An evidential reasoning framework for object tracking Proceedings of SPIE  Photonics East 99  Telemanipulator and Telepresence Technologies VI Vol. 3840, pp. 1324 Haynes Convention Center, Boston, MA, September 1922, 1999 
Fabio Cuzzolin Geometry of upper probabilities Proceedings of the 3nd International Symposium on Imprecise Probabilities and Their Applications (ISIPTA'03) Lugano, Switzerland, July 1417, 2003 
Fabio Cuzzolin, Augusto Sarti and Stefano Tubaro Action modeling with volumetric data Proceedings of the International Conference on Image Processing (ICIP'04) Singapore, October 2427 2004 
Fabio Cuzzolin Using Bilinear Models for Viewinvariant Action and Identity Recognition Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR'06) Vol.1, pp. 17011708 New York University, NY, June 1822 2006 
Diana Mateus, Fabio Cuzzolin, Edmond Boyer, and Radu Horaud Articulated Shape Matching Using Locally Linear Embedding and Orthogonal Alignment IEEE International Conference on Computer Vision (ICCV'07)  NTRL Workshop Rio de Janeiro, October 2007 
Fabio Cuzzolin An interpretation of consistent belief functions in terms of simplicial complexes Proceedings of the 10th International Symposium on Mathematics and Artificial Intelligence (ISAIM'08) Fort Lauderdale, Florida, January 24 2008 
Fabio Cuzzolin, Diana Mateus, David Knossow, Edmond Boyer, and Radu Horaud Coherent Laplacian protrusion segmentation Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR'08) Anchorage, Alaska, June 2008 
Diana Mateus, Fabio Cuzzolin, David Knossow, Edmond Boyer, and Radu Horaud Articulated Shape Matching Using Laplacian Eigenfunctions and Unsupervised Point Registration Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR'08) Anchorage, Alaska, June 2008 
Fabio Cuzzolin Learning pullback metrics for linear models First workshop on Machine Learning for Visionbased Motion Analysis (MLVMA'08)  hosted by ECCV'08 Marseille, France, October 2008 
Fabio Cuzzolin Credal semantics of Bayesian approximations Proceedings of the International Symposium on Imprecise Probabilities and Their Applications (ISIPTA'09) Durham, UK, July 1418 2009 
Fabio Cuzzolin Consistent approximations of belief functions Proceedings of the International Symposium on Imprecise Probabilities and Their Applications (ISIPTA'09) Durham, UK, July 1418 2009 
Fabio Cuzzolin Geometric conditioning of belief functions Proceedings of the First International Workshop on the Theory of Belief Functions Brest, Belgium, April 2010 
Fabio Cuzzolin On consistent approximations of belief functions in the mass space Proceedings of the International Symposium on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU'11) Belfast, UK, June 2011 
Fabio Cuzzolin Lp consonant approximations of belief functions in the mass space Proceedings of the 7th International Symposium on Imprecise Probabilities and Their Applications (ISIPTA'11) Innsbruck, Austria, July 2011 
Fabio Cuzzolin Consonant approximations in the belief space Proceedings of the 2nd International Conference on Belief Functions (BELIEF'12) Compiegne, France, December 16 2011 
Fabio Cuzzolin Generalizations of the relative belief transform Proceedings of the 2nd International Conference on Belief Functions (BELIEF'12) Compiegne, France, December 16 2011 
Fabio Cuzzolin Gametheoretical semantics of epistemic probability transformations Proceedings of the 2nd International Conference on Belief Functions (BELIEF'12) Compiegne, France, December 16 2011 
Michael Sapienza, Fabio Cuzzolin and Philip Torr Learning discriminative spacetime actions from weakly labelled videos accepted as ORAL by the British Machine Vision Conference (BMVC'12) Sussex, UK 
Alessandro Antonucci, Rocco de Rosa, Alessandro Giusti and Fabio Cuzzolin Classification of Temporal Data by Imprecise Dynamic Models Proceedings of ISIPTA'13, February 2 2013 
Fabio Cuzzolin and Wenjuan Gong Belief Modeling Regression for pose estimation Proceedings of FUSION 2013, July 2013 
Rocco de Rosa, Ilaria Gori, Nicolo’ Cesa Bianchi and Fabio Cuzzolin Online Action Recognition via Nonparametric Incremental Learning BMVC 2014, September 2014 
G. Singh, S. Saha, M. Sapienza, P. Torr & F. Cuzzolin Online Realtime Multiple Spatiotemporal Action Localisation and Prediction Proceedings of ICCV 2017 
S. Saha, G. Singh & F. Cuzzolin AMTnet: ActionMicroTube regression by endtoend trainable deep architecture Proceedings of ICCV 2017 
Chunlai Zhou and Fabio Cuzzolin The total belief theorem Proceedings of Uncertainty in Artificial Intelligence (UAI), 2017 
Gurkirt Singh, Suman Saha, Michael Sapienza, Philip Torr and Fabio Cuzzolin Deep Learning for Detecting Multiple SpaceTime Action Tubes in Videos presented as a poster by the International Summer School of Computer Vision (ICVSS 2016) Scicli (Ragusa), Sicily, July 2016 
Suman Saha and Fabio Cuzzolin Online human action localisation based on appearance and motion cues presented as a poster by the International Summer School of Computer Vision (ICVSS 2015) Scicli (Ragusa), Sicily, July 2015 
Fabio Cuzzolin Geometric conditional belief functions in the belief space International Symposium on Imprecise Probabilities and Their Applications (ISIPTA'11) (best poster award recipient) Innsbruck, Austria, June 2011 
Fabio Cuzzolin Lattice modularity and linear independence 18th British Combinatorial Conference University of Sussex, Brighton, UK, July 16, 2001 
Fabio Cuzzolin Families of compatible frames of discernment as semimodular lattices International Conference of the Royal Statistical Society (RSS2000) Reading, UK, September 1215, 2000 
Fabio Cuzzolin and Ruggero Frezza Combining qualitative and quantitative models for motion reconstruction of articulated objects Mathematical Theory of Networks and Systems (MTNS98) Università di Padova, July 1998 
Suman Saha, Gurkirt Singh, Michael Sapienza, Philip Torr and Fabio Cuzzolin Spatiotemporal human action localisation and instance segmentation in temporally untrimmed videos arXiv:1707.07213, July 22 2017 
Suman Saha, Gurkirt Singh and Fabio Cuzzolin AMTnet: ActionMicroTube regression by endtoend trainable deep architecture arXiv:1704.04952, April 17 2017 
Harkirat S. Behl, Michael Sapienza, Gurkirt Singh, Suman Saha, Fabio Cuzzolin and Philip H. S. Torr Incremental Tube Construction for Human Action Detection arXiv:1704.01358, April 5 2017 
Gurkirt Singh, Suman Saha, Michael Sapienza, Philip Torr and Fabio Cuzzolin Online Realtime Multiple Spatiotemporal Action Localisation and Prediction arXiv:1611.08563, November 25, 1016 
Suman Saha, Gurkirt Singh, Michael Sapienza, Philip Torr and Fabio Cuzzolin Deep Learning for Detecting Multiple SpaceTime Action Tubes in Videos arXiv:1608.01529, August 4 2016 
Gurkirt Singh and Fabio Cuzzolin Untrimmed Video Classification for Activity Detection: submission to ActivityNet Challenge (Second place in the Detection challenge) arXiv:1607.01979, 7 July 2016 
Rocco de Rosa, Ilaria Gori, Nicolo' Cesa Bianchi, F. Cuzzolin and B. Caputo Active Incremental Recognition of Human Activities from Streaming Videos arXiv:1604.02855, April 12 2016 
Fabio Cuzzolin Consistent transformations of belief functions arXiv:1407.8151, 30 July 2014 
Michael Sapienza, Fabio Cuzzolin and Philip Torr Feature sampling and partitioning for visual vocabulary generation on large action classification datasets arXiv:1405.7545, 29 May 2014 
Fabio Cuzzolin, Diana Mateus and Radu Horaud Robust temporally coherent Laplacian protrusion segmentation of 3D articulated bodies arXiv:1405.6563, 26 May 2014 
Fabio Cuzzolin, Alessandro Bissacco, Ruggero Frezza and Stefano Soatto Towards unsupervised detection of actions in clutter UCLA Technical Report CSD200033, December 4, 2000 
Fabio Cuzzolin and Stefano Soatto Using Bilinear Models for Viewinvariant Identity Recognition from Gait UCLA Technical Report CSDTR050007, March 17, 2005 
Fabio Cuzzolin and Stefano Soatto Using Bilinear Models for Viewinvariant Action and Identity Recognition UCLA Technical Report CSDTR050053, December 17, 2005 
Fabio Cuzzolin and Stefano Soatto Learning Riemannian Metrics for Classification of Dynamical Models UCLA Technical Report CSDTR050054, December 17, 2005 
Fabio Cuzzolin Riconoscimento automatico dei gesti Tesi di Laurea, Universita' degli Studi di Padova 
Fabio Cuzzolin Visions of a generalized probability theory Ph.D. Dissertation, Department of Information Engineering, University of Padova, Italy, March 19, 2001 