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bioSBM: a random graph model to integrate epigenomic data in chromatin
structure prediction
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2024
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Alex Chen Yi Zhang
Angelo Rosa
Guido Sanguinetti
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On the Robustness of Bayesian Neural Networks to Adversarial Attacks
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2024
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Luca Bortolussi
Ginevra Carbone
Luca Laurenti
Andrea Patanè
Guido Sanguinetti
Matthew Wicker
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Model reduction for the Chemical Master Equation: An information-theoretic approach
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2023
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Kaan Ăcal
Guido Sanguinetti
Ramon Grima
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Attacks on Online Learners: a Teacher-Student Analysis
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2023
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Riccardo Giuseppe Margiotta
Sebastian Goldt
Guido Sanguinetti
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Quantifying lottery tickets under label noise: accuracy, calibration, and complexity
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2023
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Viplove Arora
Daniele Irto
Sebastian Goldt
Guido Sanguinetti
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Resilience of Bayesian Layer-Wise Explanations under Adversarial Attacks
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2022
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Ginevra Carbone
Luca Bortolussi
Guido Sanguinetti
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Bayesian learning of effective chemical master equations in crowded intracellular conditions
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2022
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Svitlana Braichenko
Ramon Grima
Guido Sanguinetti
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On the Robustness of Bayesian Neural Networks to Adversarial Attacks
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2022
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Luca Bortolussi
Ginevra Carbone
Luca Laurenti
Andrea Patanè
Guido Sanguinetti
Matthew Wicker
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Bayesian Learning of Effective Chemical Master Equations in Crowded Intracellular Conditions
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2022
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Svitlana Braichenko
Ramon Grima
Guido Sanguinetti
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Model Reduction for the Chemical Master Equation: an Information-Theoretic Approach
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2022
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K. Ăcal
Guido Sanguinetti
R. Grima
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Bottom-up data integration in polymer models of chromatin organisation
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2022
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Alex Chen Yi Zhang
Angelo Rosa
Guido Sanguinetti
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PDF
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Random Projections for Improved Adversarial Robustness
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2021
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Ginevra Carbone
Guido Sanguinetti
Luca Bortolussi
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Random Projections for Improved Adversarial Robustness
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2021
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Ginevra Carbone
Guido Sanguinetti
Luca Bortolussi
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+
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Resilience of Bayesian Layer-Wise Explanations under Adversarial Attacks
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2021
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Ginevra Carbone
Guido Sanguinetti
Luca Bortolussi
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+
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Random Projections for Improved Adversarial Robustness
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2021
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Ginevra Carbone
Guido Sanguinetti
Luca Bortolussi
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+
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Systematic errors in estimates of $R_t$ from symptomatic cases in the presence of observation bias
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2020
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Guido Sanguinetti
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Robustness of Bayesian Neural Networks to Gradient-Based Attacks
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2020
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Ginevra Carbone
Matthew Wicker
Luca Laurenti
Andrea Patanè
Luca Bortolussi
Guido Sanguinetti
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Estimating the impact of preventive quarantine with reverse epidemiology
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2020
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Jacopo Grilli
Matteo Marsili
Guido Sanguinetti
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Robustness of Bayesian Neural Networks to Gradient-Based Attacks
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2020
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Ginevra Carbone
Matthew Wicker
Luca Laurenti
Andrea Patanè
Luca Bortolussi
Guido Sanguinetti
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Systematic errors in estimates of $R_t$ from symptomatic cases in the presence of observation bias
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2020
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Guido Sanguinetti
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Parameter estimation for biochemical reaction networks using Wasserstein distances
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2019
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Kaan Ăcal
Ramon Grima
Guido Sanguinetti
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Statistical Abstraction for Multi-scale Spatio-temporal Systems
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2019
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Michalis Michaelides
Jane Hillston
Guido Sanguinetti
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Supplementary material from "Geometric fluid approximation for general continuous-time Markov chains"
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2019
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Michalis Michaelides
Jane Hillston
Guido Sanguinetti
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Geometric fluid approximation for general continuous-time Markov chains
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2019
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Michalis Michaelides
Jane Hillston
Guido Sanguinetti
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PDF
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Gene Regulatory Network Inference: An Introductory Survey
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2018
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Vân Anh HuynhâThu
Guido Sanguinetti
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Autoregressive Point Processes as Latent State-Space Models: A Moment-Closure Approach to Fluctuations and Autocorrelations
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2018
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Michael E. Rule
Guido Sanguinetti
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Gene regulatory network inference: an introductory survey
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2018
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Vân Anh HuynhâThu
Guido Sanguinetti
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PDF
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Probabilistic Model Checking for Continuous-Time Markov Chains via Sequential Bayesian Inference
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2018
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Dimitrios Milios
Guido Sanguinetti
David Schnoerr
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Intrinsic Geometric Vulnerability of High-Dimensional Artificial Intelligence
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2018
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Luca Bortolussi
Guido Sanguinetti
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Gene regulatory network inference: an introductory survey
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2018
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Vân Anh HuynhâThu
Guido Sanguinetti
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PDF
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Efficient Low-Order Approximation of First-Passage Time Distributions
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2017
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David Schnoerr
Botond Cseke
Ramon Grima
Guido Sanguinetti
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Probabilistic Model Checking for Continuous Time Markov Chains via Sequential Bayesian Inference
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2017
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Dimitrios Milios
Guido Sanguinetti
David Schnoerr
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On learning the structure of Bayesian Networks and submodular function maximization
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2017
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Giulio Caravagna
Daniele Ramazzotti
Guido Sanguinetti
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Approximating first-passage time distributions via sequential Bayesian computation
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2017
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David Schnoerr
Botond Cseke
Ramon Grima
Guido Sanguinetti
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PDF
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Statistical Abstraction for Multi-scale Spatio-Temporal Systems
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2017
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Michalis Michaelides
Jane Hillston
Guido Sanguinetti
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Probabilistic Model Checking for Continuous Time Markov Chains via Sequential Bayesian Inference
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2017
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Dimitrios Milios
Guido Sanguinetti
David Schnoerr
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PDF
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Approximation and inference methods for stochastic biochemical kineticsâa tutorial review
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2016
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David Schnoerr
Guido Sanguinetti
Ramon Grima
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PDF
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Expectation propagation for continuous time stochastic processes
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2016
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Botond Cseke
David Schnoerr
Manfred Opper
Guido Sanguinetti
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PDF
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Higher order methylation features for clustering and prediction in epigenomic studies
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2016
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Chantriolnt-Andreas Kapourani
Guido Sanguinetti
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PDF
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Statistical modeling of isoform splicing dynamics from RNA-seq time series data
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2016
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Yuanhua Huang
Guido Sanguinetti
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PDF
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Unbiased Bayesian inference for population Markov jump processes via random truncations
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2016
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Anastasis Georgoulas
Jane Hillston
Guido Sanguinetti
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Policy learning for time-bounded reachability in Continuous-Time Markov Decision Processes via doubly-stochastic gradient ascent
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2016
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Ezio Bartocci
Luca Bortolussi
TomÇĹĄ BrĂĄzdil
Dimitrios Milios
Guido Sanguinetti
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Cox process representation and inference for stochastic reactionâdiffusion processes
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2016
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David Schnoerr
Ramon Grima
Guido Sanguinetti
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Matching models across abstraction levels with Gaussian Processes
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2016
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Giulio Caravagna
Luca Bortolussi
Guido Sanguinetti
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Matching models across abstraction levels with Gaussian Processes
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2016
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Giulio Caravagna
Luca Bortolussi
Guido Sanguinetti
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+
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Smoothed model checking for uncertain Continuous-Time Markov Chains
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2016
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Luca Bortolussi
Dimitrios Milios
Guido Sanguinetti
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Sub-Riemannian Mean Curvature Flow for Image Processing
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2016
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Giovanna Citti
Benedetta Franceschiello
Guido Sanguinetti
Alessandro Sarti
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PDF
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Matching Models Across Abstraction Levels with Gaussian Processes
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2016
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Giulio Caravagna
Luca Bortolussi
Guido Sanguinetti
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PDF
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Policy Learning for Time-Bounded Reachability in Continuous-Time Markov Decision Processes via Doubly-Stochastic Gradient Ascent
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2016
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Ezio Bartocci
Luca Bortolussi
TomÇĹĄ BrĂĄzdil
Dimitrios Milios
Guido Sanguinetti
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Statistical modeling of isoform splicing dynamics from RNA-seq time series data
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2016
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Yuanhua Huang
Guido Sanguinetti
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PDF
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Property-Driven State-Space Coarsening for Continuous Time Markov Chains
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2016
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Michalis Michaelides
Dimitrios Milios
Jane Hillston
Guido Sanguinetti
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+
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Matching models across abstraction levels with Gaussian Processes
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2016
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Giulio Caravagna
Luca Bortolussi
Guido Sanguinetti
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+
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Policy learning for time-bounded reachability in Continuous-Time Markov Decision Processes via doubly-stochastic gradient ascent
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2016
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Ezio Bartocci
Luca Bortolussi
TomÇĹĄ BrĂĄzdil
Dimitrios Milios
Guido Sanguinetti
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+
PDF
Chat
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Sparse Approximate Inference for Spatio-Temporal Point Process Models
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2015
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Botond Cseke
Andrew ZammitâMangion
Tom Heskes
Guido Sanguinetti
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Expectation propagation for diffusion processes by moment closure approximations
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2015
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Botond Cseke
David Schnoerr
Manfred Opper
Guido Sanguinetti
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PDF
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Comparison of different moment-closure approximations for stochastic chemical kinetics
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2015
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David Schnoerr
Guido Sanguinetti
Ramon Grima
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Unbiased Bayesian Inference for Population Markov Jump Processes via Random Truncations
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2015
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Anastasis Georgoulas
Jane Hillston
Guido Sanguinetti
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+
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Comparison of moment-closure approximations for stochastic chemical kinetics
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2015
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David Schnoerr
Guido Sanguinetti
Ramon Grima
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PDF
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A Bayesian approach for structure learning in oscillating regulatory networks
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2015
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Daniel Trejo BaĂąos
Andrew J. Millar
Guido Sanguinetti
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PDF
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Learning and Designing Stochastic Processes from Logical Constraints
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2015
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Luca Bortolussi
Guido Sanguinetti
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A Bayesian approach for structure learning in oscillating regulatory networks
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2015
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Daniel Gerardo Bencomo Trejo
Millar Aj
Guido Sanguinetti
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+
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Sparse Approximate Inference for Spatio-Temporal Point Process Models
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2015
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Botond Cseke
Andrew Zammit Mangion
Tom Heskes
Guido Sanguinetti
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+
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Unbiased Bayesian Inference for Population Markov Jump Processes via Random Truncations
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2015
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Anastasis Georgoulas
Jane Hillston
Guido Sanguinetti
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PDF
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Validity conditions for moment closure approximations in stochastic chemical kinetics
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2014
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David Schnoerr
Guido Sanguinetti
Ramon Grima
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PDF
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The complex chemical Langevin equation
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2014
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David Schnoerr
Guido Sanguinetti
Ramon Grima
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+
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M3D: a kernel-based test for shape changes in methylation profiles
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2014
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Tom Mayo
Gabriele Schweikert
Guido Sanguinetti
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Smoothed Model Checking for Uncertain Continuous Time Markov Chains
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2014
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Luca Bortolussi
Dimitrios Milios
Guido Sanguinetti
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On the Robustness of Temporal Properties for Stochastic Models
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2013
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Ezio Bartocci
Luca Bortolussi
Laura Nenzi
Guido Sanguinetti
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A stochastic hybrid model of a biological filter
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2013
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Andrea Ocone
Guido Sanguinetti
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Sparse approximations in spatio-temporal point-process models
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2013
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Botond Cseke
Andrew ZammitâMangion
Guido Sanguinetti
Tom Heskes
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Factored expectation propagation for input-output FHMM models in systems biology
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2013
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Botond Cseke
Guido Sanguinetti
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Modeling and Prediction in Conflict: Afghanistan
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2013
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Andrew ZammitâMangion
Michael Dewar
Visakan Kadirkamanathan
AnaĂŻd Flesken
Guido Sanguinetti
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Learning and Designing Stochastic Processes from Logical Constraints
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2013
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Luca Bortolussi
Guido Sanguinetti
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+
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Learning Temporal Logical Properties Discriminating ECG models of Cardiac Arrhytmias
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2013
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Ezio Bartocci
Luca Bortolussi
Guido Sanguinetti
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+
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Theory
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2013
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Andrew ZammitâMangion
Michael Dewar
Visakan Kadirkamanathan
AnaĂŻd Flesken
Guido Sanguinetti
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+
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Sparse Approximate Inference for Spatio-Temporal Point Process Models
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2013
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Botond Cseke
Andrew Zammit Mangion
Tom Heskes
Guido Sanguinetti
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+
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Factored expectation propagation for input-output FHMM models in systems biology
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2013
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Botond Cseke
Guido Sanguinetti
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A subsystems approach for parameter estimation of ODE models of hybrid systems
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2012
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Anastasis Georgoulas
Allan Clark
Andrea Ocone
Stephen Gilmore
Guido Sanguinetti
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Point process modelling of the Afghan War Diary
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2012
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Andrew ZammitâMangion
Michael Dewar
Visakan Kadirkamanathan
Guido Sanguinetti
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Approximate inference of the bandwidth in multivariate kernel density estimation
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2011
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Maurizio Filippone
Guido Sanguinetti
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<scp>leafprocessor</scp>: a new leaf phenotyping tool using contour bending energy and shape cluster analysis
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2010
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Andreas Backhaus
Asuka Kuwabara
Marion Bauch
Nick Monk
Guido Sanguinetti
Andrew J. Fleming
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The geometry of dual isomonodromic deformations
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2004
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Guido Sanguinetti
N M J Woodhouse
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Categorial Mirror Symmetry for K3 Surfaces
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1999
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Claudio Bartocci
Ugo Bruzzo
Guido Sanguinetti
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None
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1998
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Ugo Bruzzo
Guido Sanguinetti
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Mirror symmetry on K3 surfaces as a hyperkaehler rotation
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1998
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Ugo Bruzzo
Guido Sanguinetti
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