@article{NnAaaa, author="F.P. Carli and T. Chen and L. Ljung", title="Maximum Entropy Kernels for System Identification", journal="IEEE Trans. on Automatic Control, accepted", year="2016" } @article{ChenACCLPAuto2015, author="T. Chen and T. Ardeshiri and F.P. Carli and A. Chiuso and L. Ljung and G. Pillonetto", title="Maximum entropy properties of discrete-time first-order stable spline kernel", journal="Automatica", year="2016" } @article{NnAaaa, author="F.P. Carli", title="Modeling and Estimation of Discrete-Time Reciprocal Processes via Probabilistic Graphical Models", journal="submitted, arXiv:1603.04419", year="2016" } @article{NnAaaa, author="F.P. Carli", title="On the Geometry of Message Passing Algorithms for Gaussian Reciprocal Processes", journal="submitted, arXiv:1603.09279", year="2016" } @inproceedings{NnAaaa, author="F.P. Carli and R. Sepulchre", title="On the Projective Geometry of Kalman Filter", booktitle="Proc. of the 54th IEEE Conference on Decision and Control (CDC 2015)", year="2015" } @article{NnAaaa, author="L. Ning and F.P. Carli and A.M. Ebtehaj and E. Foufoula-Georgiou and T.T. Georgiou", title="Coping with model error in variational data assimilation using optimal mass transport", journal="Water Resources Research", year="2014", pages="5817 - 5830", volume="50", number="7" } @inproceedings{NnAaaa, author="F.P. Carli", title="On the Maximum Entropy Property of the First-Order Stable Spline Kernel and its Implications", booktitle="IEEE Multi-Conference on Systems and Control", year="2014" } @article{NnAaaa, author="F.P. Carli and A. Ferrante and M. Pavon and G. Picci", title="An Efficient Algorithm for Maximum Entropy Extension of Block–Circulant Covariance Matrices", journal="Linear Algebra and its Applications", year="2013", pages="2309 - 2329", volume="439", number="8" } @inproceedings{NnAaaa, author="F.P. Carli and L. Ning and T.T. Georgiou", title="Convex Clustering via Optimal Mass Transport", booktitle="(submitted)", year="2013" } @inproceedings{NnAaaa, author="L. Ning and F.P. Carli and A.M. Ebtehaj and E. Foufoula-Georgiou and T.T. Georgiou", title="Coping with model uncertainty in data assimilation using optimal mass transport", booktitle="AGU Fall Meeting", year="2013" } @inproceedings{CaChPi2012, author="F.P. Carli and A. Chiuso and G. Pillonetto", title="Efficient algorithms for large scale linear system identification using stable spline estimators", booktitle="Proc. of SYSID 2012", year="2012" } @inproceedings{CaChChLjPi20XX, author="F.P. Carli and T. Chen and A. Chiuso and L. Ljung and G. Pillonetto", title="On the estimation of hyperparameters for Bayesian system identification with exponential kernels", booktitle="51st IEEE Conference on Decision and Control (CDC 2012)", year="2012" } @inproceedings{ChLjAnChCaPi20XX, author="T. Chen and L. Ljung and M. Andersen and A. Chiuso and F.P. Carli and G. Pillonetto", title="Sparse multiple kernels for impulse response estimation with majorization minimization algorithms", booktitle="51st IEEE Conference on Decision and Control (CDC 2012)", year="2012" } @article{CFPP_TAC2011, author="F.P. Carli and A. Ferrante and M. Pavon and G. Picci", title="A Maximum Entropy Solution of the Covariance Extension Problem for Reciprocal Processes", journal="IEEE Transactions on Automatic Control", year="2011", pages="1999 - 2012", volume="56", number="9" } @inproceedings{NnAaaa, author="F.P. Carli and A. Ferrante and M. Pavon and G. Picci", title="An Efficient Algorithm for Dempster’s Completion of Block–Circulant Covariance Matrices", booktitle="50th IEEE Conference on Decision and Control and European Control Conference (CDC-ECC 2011)", year="2011" } @inproceedings{NnAaaa, author="A.C. Carli and F.P. Carli", title="Nonlinear Transformations of Marginalisation Mappings for Kernels on Hidden Markov Models", booktitle="10th International Conference on Machine Learning and Applications (ICMLA 2011)", year="2011", month="December", location="Honolulu, Hawaii" } @article{CG_TAC2010, author="F.P. Carli and T.T. Georgiou", title="On the Covariance Completion Problem under a Circulant Structure", journal="IEEE Transactions on Automatic Control", year="2011", month="April", pages="918 -922", volume="56", number="4" } @inproceedings{CFPP_MTNS2010, author="F.P. Carli and A. Ferrante and M. Pavon and G. Picci", title="A Maximum Entropy Approach to the Covariance Extension Problem for Reciprocal Processes", booktitle="Proc. of Int. Symp. Mathematical Theory of Network and Systems", year="2010", month="July" } @inbook{CaFePaPi2010, author="F.P. Carli and A. Ferrante and M. Pavon and G. Picci", title="in X. Hu, U. Jonsson, B. Wahlberg, and B. Ghosh (Eds.) Three Decades of Progress in Control Sciences", year="2010", pages="77-93", chapter="A Maximum Entropy solution of the Covariance Selection Problem for Reciprocal Processes", publisher="Springer-Verlag, Berlin" } @inproceedings{CP_MTNS2010, author="F.P. Carli and G. Picci", title="On the Factorization Approach to Band Extension of Block-Circulant Matrices", booktitle="Proc. of Int. Symp. Mathematical Theory of Network and Systems", year="2010", month="July", location="Budapest, Hungary" } @inproceedings{CG_MTNS2010, author="F.P. Carli and T.T. Georgiou", title="On the Maximum Entropy Completion of Circulant Covariance Matrices", booktitle="Proc. of Int. Symp. Mathematical Theory of Network and Systems", year="2010", month="July", location="Budapest, Hungary" } @inproceedings{PiCa2009, author="G. Picci and F.P. Carli", title="Modeling and Identification of Reciprocal Processes", booktitle="48th IEEE Conference on Decision and Control (CDC 2009)", year="2009" } @inproceedings{PiCa2008, author="G. Picci and F.P. Carli", title="Modelling and Simulation of Images by Reciprocal Processes", booktitle="Proc. of EUROSIM/UKSIM08", year="2008" }