Umberto Picchini - researchr alias

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Viewing Publication 1 - 10 from 10

2024

Fast, accurate and lightweight sequential simulation-based inference using Gaussian locally linear mappingsHenrik Häggström, Pedro L. C. Rodrigues, Geoffroy Oudoumanessah, Florence Forbes, Umberto Picchini. tmlr, 2024, 2024. [doi]

2023

Jana: Jointly amortized neural approximation of complex Bayesian modelsStefan T. Radev, Marvin Schmitt, Valentin Pratz, Umberto Picchini, Ullrich Köthe, Paul-Christian Bürkner. uai 2023: 1695-1706 [doi]

2022

Scalable and flexible inference framework for stochastic dynamic single-cell modelsSebastian Persson, Niek Welkenhuysen, Sviatlana Shashkova, Samuel Wiqvist, Patrick Reith, Gregor W. Schmidt, Umberto Picchini, Marija Cvijovic. ploscb, 18(5), 2022. [doi]

2021

Efficient inference for stochastic differential equation mixed-effects models using correlated particle pseudo-marginal algorithmsSamuel Wiqvist, Andrew Golightly, Ashleigh T. McLean, Umberto Picchini. csda, 157:107151, 2021. [doi]

2019

Likelihood-free stochastic approximation EM for inference in complex modelsUmberto Picchini. cssc, 48(3):861-881, 2019. [doi]

Partially Exchangeable Networks and Architectures for Learning Summary Statistics in Approximate Bayesian ComputationSamuel Wiqvist, Pierre-Alexandre Mattei, Umberto Picchini, Jes Frellsen. icml 2019: 6798-6807 [doi]

2018

Coupling stochastic EM and approximate Bayesian computation for parameter inference in state-space modelsUmberto Picchini, Adeline Samson. cstat, 33(1):179-212, 2018. [doi]

2017

Approximate maximum likelihood estimation using data-cloning ABCUmberto Picchini, Rachele Anderson. csda, 105:166-183, 2017. [doi]

2011

Practical estimation of high dimensional stochastic differential mixed-effects modelsUmberto Picchini, Susanne Ditlevsen. csda, 55(3):1426-1444, 2011. [doi]

2008

Parameters of the Diffusion Leaky Integrate-and-Fire Neuronal Model for a Slowly Fluctuating SignalUmberto Picchini, Susanne Ditlevsen, Andrea De Gaetano, Petr Lansky. neco, 20(11):2696-2714, 2008. [doi]

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