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Università della Svizzera italiana

Probabilistic models with deep neural networks

Masegosa, Andrés R. ; Cabañas, Rafael ; Langseth, Helge ; Nielsen, Thomas D. ; Salmerón, Antonio

In: Entropy, 2021, vol. 23, no. 1, p. 27 p

Recent advances in statistical inference have significantly expanded the toolbox of probabilistic modeling. Historically, probabilistic modeling has been constrained to very restricted model classes, where exact or approximate probabilistic inference is feasible. However, developments in variational inference, a general form of approximate probabilistic inference that originated in statistical...

Consortium of Swiss Academic Libraries

Bell's Theorem and the Issue of Determinism and Indeterminism

Esfeld, Michael

In: Foundations of Physics, 2015, vol. 45, no. 5, p. 471-482

Consortium of Swiss Academic Libraries

Transfer current and pattern fields in spanning trees

Kassel, Adrien ; Wu, Wei

In: Probability Theory and Related Fields, 2015, vol. 163, no. 1-2, p. 89-121

Consortium of Swiss Academic Libraries

Robust Bayesian model averaging for the analysis of presence-absence data

Corani, Giorgio ; Mignatti, Andrea

In: Environmental and Ecological Statistics, 2015, vol. 22, no. 3, p. 513-534

Università della Svizzera italiana

Analyzing system performance with probabilistic performance annotations

Rogora, Daniele ; Carzaniga, Antonio (Dir.) ; Soulé, Robert (Codir.)

Thèse de doctorat : Università della Svizzera italiana, 2020 ; 2020INFO024.

Understanding the performance of software is complicated. For several performance metrics, in addition to the algorithmic complexity, one must also consider the dynamics of running a program within different combinations of hardware and software environments. Such dynamical aspects are not visible from the code alone, and any kind of static analysis falls short. For example, in reality, the...

Università della Svizzera italiana

Advances in barycentric rational interpolation of a function and its derivatives

Cirillo, Emiliano ; Hormann, Kai (Dir.)

Thèse de doctorat : Università della Svizzera italiana, 2019 ; 2019INFO007.

Linear barycentric rational interpolants are a particular kind of rational interpolants, defined by weights that are independent of the function f. Such interpolants have recently proved to be a viable alternative to more classical interpolation methods, such as global polynomial interpolants and splines, especially in the equispaced setting. Other kinds of interpolants might indeed suffer...

Consortium of Swiss Academic Libraries

On the Continuity of Characteristic Functionals and Sparse Stochastic Modeling

Fageot, Julien ; Amini, Arash ; Unser, Michael

In: Journal of Fourier Analysis and Applications, 2014, vol. 20, no. 6, p. 1179-1211

Consortium of Swiss Academic Libraries

New approaches to multi-objective optimization

Grandoni, Fabrizio ; Ravi, R. ; Singh, Mohit ; Zenklusen, Rico

In: Mathematical Programming, 2014, vol. 146, no. 1-2, p. 525-554

Consortium of Swiss Academic Libraries

Permutation codes with specified packing radius

Smith, Derek ; Montemanni, Roberto

In: Designs, Codes and Cryptography, 2013, vol. 69, no. 1, p. 95-106

Consortium of Swiss Academic Libraries

Ultimate Cognition à la Gödel

Schmidhuber, Jürgen

In: Cognitive Computation, 2009, vol. 1, no. 2, p. 177-193