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Francesca Paola Carli
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Year
Maximum Entropy Kernels for System Identification
FP Carli, T Chen, L Ljung
IEEE Transactions on Automatic Control, 62 (3), 1471-1477, 2017
652017
A maximum entropy solution of the covariance extension problem for reciprocal processes
FP Carli, A Ferrante, M Pavon, G Picci
IEEE Transactions on Automatic Control 56 (9), 1999-2012, 2011
642011
Maximum entropy properties of discrete-time first-order stable spline kernel
T Chen, T Ardeshiri, FP Carli, A Chiuso, L Ljung, G Pillonetto
Automatica 66, 34-38, 2016
582016
Efficient algorithms for large scale linear system identification using stable spline estimators
FP Carli, A Chiuso, G Pillonetto
16th IFAC Symposium on System Identification, 119-124, 2012
372012
Modelling and simulation of images by reciprocal processes
G Picci, F Carli
Computer Modeling and Simulation, 2008. UKSIM 2008. Tenth International …, 2008
342008
Coping with model error in variational data assimilation using optimal mass transport
L Ning, FP Carli, AM Ebtehaj, E Foufoula‐Georgiou, TT Georgiou
Water Resources Research 50 (7), 5817-5830, 2014
252014
Convex Clustering via Optimal Mass Transport
FP Carli, L Ning, TT Georgiou
arXiv preprint arXiv:1307.5459, 2013
22*2013
On the covariance completion problem under a circulant structure
FP Carli, TT Georgiou
IEEE Transactions on Automatic Control 56 (4), 918-922, 2011
222011
On the maximum entropy property of the first-order stable spline kernel and its implications
FP Carli
Proceedings of the 2014 IEEE Multi-Conference on Systems and Control, 409-414, 2014
212014
An efficient algorithm for maximum entropy extension of block-circulant covariance matrices
FP Carli, A Ferrante, M Pavon, G Picci
Linear Algebra and its Applications 439 (8), 2309 - 2329, 2013
162013
Sparse multiple kernels for impulse response estimation with majorization minimization algorithms
T Chen, L Ljung, M Andersen, A Chiuso, F Carli, G Pillonetto
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on, 1500-1505, 2012
132012
On the estimation of hyperparameters for Bayesian system identification with exponentially decaying kernels
F Carli, T Chen, A Chiuso, L Ljung, G Pillonetto
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on, 5260-5265, 2012
122012
Modeling and Estimation of Discrete-Time Reciprocal Processes via Probabilistic Graphical Models
FP Carli
arXiv preprint arXiv:1603.04419, 2016
72016
On the factorization approach to band extension of block-circulant matrices
F Carli, G Picci
Proceedings of the 19th Int. symposium on the mathematical theory of …, 2010
52010
On the Geometry of Message Passing Algorithms for Gaussian Reciprocal Processes
FP Carli
2016 IEEE 55th Conference on Decision and Control (CDC), 4572-4577, 2016
42016
A maximum entropy solution of the covariance selection problem for reciprocal processes
F Carli, A Ferrante, M Pavon, G Picci
Three Decades of Progress in Control Sciences, 77-93, 2010
22010
A Factorization Approach to Smoothing of Hidden Reciprocal Models
FP Carli, AC Carli
2018 26th European Signal Processing Conference (EUSIPCO), 1122-1126, 2018
12018
On the projective geometry of Kalman filter
FP Carli, R Sepulchre
2015 54th IEEE Conference on Decision and Control (CDC), 2420-2425, 2015
12015
Coping with model uncertainty in data assimilation using optimal mass transport
L Ning, FP Carli, M Ebtehaj, E Foufoula-Georgiou, T Georgiou
AGU Fall Meeting Abstracts 1, 1313, 2013
12013
Nonlinear transformations of marginalisation mappings for kernels on hidden Markov models
AC Carli, FP Carli
Machine Learning and Applications and Workshops (ICMLA), 2011 10th …, 2011
2011
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