Publications related to Conditional probability distribution

Statistical Fatigue Investigation and Failure Prediction of a Healable Composite System

Véronique Michaud, Amaël Maximilien Cohades

Fiber reinforced polymers are massively used as an alternative to metals in structural applications. The brittle nature of their matrix, however, makes them more susceptible to crack formation and propagation resulting in costly repair operations and incre ...

2020

On quantifying the quality of acoustic models in hybrid DNN-HMM ASR

Hervé Bourlard, Afsaneh Asaei, Pranay Dighe

We propose an information theoretic framework for quantitative assessment of acoustic models used in hidden Markov model (HMM) based automatic speech recognition (ASR). The HMM backend expects that (i) the acoustic model yields accurate state conditional e ...

ELSEVIER2020

Erdos Goes Neural: an Unsupervised Learning Framework for Combinatorial Optimization on Graphs

Andreas Loukas, Nikolaos Karalias

Combinatorial optimization (CO) problems are notoriously challenging for neural networks, especially in the absence of labeled instances. This work proposes an unsupervised learning framework for CO problems on graphs that can provide integral solutions of ...

2020

Regret Minimization and Separation in Multi-Bidder Multi-Item Auctions

Daniel Kuhn, Napat Rujeerapaiboon, Cagil Kocyigit

We study a robust auction design problem with a minimax regret objective, where a seller seeks a mechanism for selling multiple items to multiple anonymous bidders with additive values. The seller knows that the bidders' values range over a box uncertainty ...

2020

Conditional separable effects

Mats Julius Stensrud, Aaron Leor Sarvet

Researchers are often interested in treatment effects on outcomes that are only defined conditional on a post-treatment event status. For example, in a study of the effect of different cancer treatments on quality of life at end of follow-up, the quality o ...

2020

Partial safety factor format for the resistance of structural concrete considering multiple failure modes

Aurelio Muttoni, Qianhui Yu, Miguel Fernández Ruiz

In this paper, the applicability of the Partial Safety Factor Format (PSFF) of EN1992-1-1:2004 (Eurocode 2 for Concrete Structures) to the reliability verification of structural concrete resistance involving multiple failure modes is investigated. This is ...

2020

Context Mover's Distance & Barycenters: Optimal Transport of Contexts for Building Representations

Martin Jaggi, Aymeric Daphnis Kévin Dieuleveut, Sidak Pal Singh, Andreas Hug

We present a framework for building unsupervised representations of entities and their compositions, where each entity is viewed as a probability distribution rather than a vector embedding. In particular, this distribution is supported over the contexts w ...

ADDISON-WESLEY PUBL CO2020

Floating bridges and various methods for determining their long-term extreme response due to wave loading

This project presents the theoretical background for calculating the long-term extreme response of pontoon-style floating bridges. Research into surrogate models for the long-term extreme response is given special attention, and various simulations of the ...

2020

Sublinear Bounds on the Distinguishing Advantage for Multiple Samples

Serge Vaudenay

The maximal achievable advantage of a (computationally unbounded) distinguisher to determine whether a source

Z

is distributed according to distribution

P_0

or

P_1

, when given access to one sample of

Z

, is characterized by the statistical distance ...

Springer, Cham2020

Compressed sensing with signal averaging for improved sensitivity and motion artifact reduction in fluorine-19 MRI

Tobias Kober, Tom Hilbert, Jérôme Yerly, Ruud van Heeswijk, Elena Najdenovska

Fluorine-19 (F-19) MRI of injected perfluorocarbon emulsions (PFCs) allows for the non-invasive quantification of inflammation and cell tracking, but suffers from a low signal-to-noise ratio and extended scan time. To address this limitation, we tested the ...

WILEY2020

Conditional probability distribution

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Statistical Fatigue Investigation and Failure Prediction of a Healable Composite System

On quantifying the quality of acoustic models in hybrid DNN-HMM ASR

Erdos Goes Neural: an Unsupervised Learning Framework for Combinatorial Optimization on Graphs

Regret Minimization and Separation in Multi-Bidder Multi-Item Auctions

Conditional separable effects

Partial safety factor format for the resistance of structural concrete considering multiple failure modes

Context Mover's Distance & Barycenters: Optimal Transport of Contexts for Building Representations

Floating bridges and various methods for determining their long-term extreme response due to wave loading

Sublinear Bounds on the Distinguishing Advantage for Multiple Samples

Compressed sensing with signal averaging for improved sensitivity and motion artifact reduction in fluorine-19 MRI

Regret Minimization and Separation in Multi-Bidder Multi-Item Auctions

Statistical Fatigue Investigation and Failure Prediction of a Healable Composite System

On quantifying the quality of acoustic models in hybrid DNN-HMM ASR

Erdos Goes Neural: an Unsupervised Learning Framework for Combinatorial Optimization on Graphs

Conditional separable effects

Partial safety factor format for the resistance of structural concrete considering multiple failure modes

Sublinear Bounds on the Distinguishing Advantage for Multiple Samples

Floating bridges and various methods for determining their long-term extreme response due to wave loading

Context Mover's Distance & Barycenters: Optimal Transport of Contexts for Building Representations

Compressed sensing with signal averaging for improved sensitivity and motion artifact reduction in fluorine-19 MRI