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Publications Lists [ all BibTeX ]
Publications of author Francesca Paola Carli
2016
F.P. Carli, T. Chen, L. Ljung. Maximum Entropy Kernels for System Identification. IEEE Trans. on Automatic Control, accepted, 2016 [BibTeX]
T. Chen, T. Ardeshiri, F.P. Carli, A. Chiuso, L. Ljung, G. Pillonetto. Maximum entropy properties of discrete-time first-order stable spline kernel. Automatica, 2016 [BibTeX]
F.P. Carli. Modeling and Estimation of Discrete-Time Reciprocal Processes via Probabilistic Graphical Models. submitted, arXiv:1603.04419, 2016 [BibTeX]
F.P. Carli. On the Geometry of Message Passing Algorithms for Gaussian Reciprocal Processes. submitted, arXiv:1603.09279, 2016 [BibTeX]
2015
F.P. Carli, R. Sepulchre. On the Projective Geometry of Kalman Filter. Proc. of the 54th IEEE Conference on Decision and Control (CDC 2015), 2015 [BibTeX]
2014
L. Ning, F.P. Carli, A.M. Ebtehaj, E. Foufoula-Georgiou, T.T. Georgiou. Coping with model error in variational data assimilation using optimal mass transport. Water Resources Research, vol. 50(7), pp. 5817 - 5830, 2014 [BibTeX]
F.P. Carli. On the Maximum Entropy Property of the First-Order Stable Spline Kernel and its Implications. IEEE Multi-Conference on Systems and Control, 2014 [url] [BibTeX]
2013
F.P. Carli, A. Ferrante, M. Pavon, G. Picci. An Efficient Algorithm for Maximum Entropy Extension of Block–Circulant Covariance Matrices. Linear Algebra and its Applications, vol. 439(8), pp. 2309 - 2329, 2013 [url] [BibTeX]
F.P. Carli, L. Ning, T.T. Georgiou. Convex Clustering via Optimal Mass Transport. (submitted), 2013 [BibTeX]
L. Ning, F.P. Carli, A.M. Ebtehaj, E. Foufoula-Georgiou, T.T. Georgiou. Coping with model uncertainty in data assimilation using optimal mass transport. AGU Fall Meeting, 2013 [BibTeX]
2012
F.P. Carli, A. Chiuso, G. Pillonetto. Efficient algorithms for large scale linear system identification using stable spline estimators. Proc. of SYSID 2012, 2012 [BibTeX]
F.P. Carli, T. Chen, A. Chiuso, L. Ljung, G. Pillonetto. On the estimation of hyperparameters for Bayesian system identification with exponential kernels. 51st IEEE Conference on Decision and Control (CDC 2012), 2012 [BibTeX]
T. Chen, L. Ljung, M. Andersen, A. Chiuso, F.P. Carli, G. Pillonetto. Sparse multiple kernels for impulse response estimation with majorization minimization algorithms. 51st IEEE Conference on Decision and Control (CDC 2012), 2012 [BibTeX]
2011
F.P. Carli, A. Ferrante, M. Pavon, G. Picci. A Maximum Entropy Solution of the Covariance Extension Problem for Reciprocal Processes. IEEE Transactions on Automatic Control, vol. 56(9), pp. 1999 - 2012, 2011 [url] [BibTeX]
F.P. Carli, A. Ferrante, M. Pavon, G. Picci. An Efficient Algorithm for Dempster’s Completion of Block–Circulant Covariance Matrices. 50th IEEE Conference on Decision and Control and European Control Conference (CDC-ECC 2011), 2011 [BibTeX]
A.C. Carli, F.P. Carli. Nonlinear Transformations of Marginalisation Mappings for Kernels on Hidden Markov Models. 10th International Conference on Machine Learning and Applications (ICMLA 2011), 2011 [BibTeX]
F.P. Carli, T.T. Georgiou. On the Covariance Completion Problem under a Circulant Structure. IEEE Transactions on Automatic Control, vol. 56(4), pp. 918 -922, 2011 [url] [BibTeX]
2010
F.P. Carli, A. Ferrante, M. Pavon, G. Picci. A Maximum Entropy Approach to the Covariance Extension Problem for Reciprocal Processes. Proc. of Int. Symp. Mathematical Theory of Network and Systems, 2010 [BibTeX]
F.P. Carli, A. Ferrante, M. Pavon, G. Picci. A Maximum Entropy solution of the Covariance Selection Problem for Reciprocal Processes. in X. Hu, U. Jonsson, B. Wahlberg, and B. Ghosh (Eds.) Three Decades of Progress in Control Sciences. pp. 77-93, 2010 [BibTeX]
F.P. Carli, G. Picci. On the Factorization Approach to Band Extension of Block-Circulant Matrices. Proc. of Int. Symp. Mathematical Theory of Network and Systems, 2010 [BibTeX]
F.P. Carli, T.T. Georgiou. On the Maximum Entropy Completion of Circulant Covariance Matrices. Proc. of Int. Symp. Mathematical Theory of Network and Systems, 2010 [BibTeX]
2009
G. Picci, F.P. Carli. Modeling and Identification of Reciprocal Processes. 48th IEEE Conference on Decision and Control (CDC 2009), 2009 [BibTeX]
2008
G. Picci, F.P. Carli. Modelling and Simulation of Images by Reciprocal Processes. Proc. of EUROSIM/UKSIM08, 2008 [BibTeX]