Publications associées à Level of support for evolution

Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models

Colin Neil Jones, Paul Scharnhorst, Rafael Eduardo Carrillo Rangel, Pierre-Jean Alet, Baptiste Schubnel

Buildings are a promising source of flexibility for the application of demand response. In this work, we introduce a novel battery model formulation to capture the state evolution of a single building. Being fully data-driven, the battery model identificat ...

IEEE2023

Tree-AMP: Compositional Inference with Tree Approximate Message Passing

Florent Gérard Krzakala, Lenka Zdeborová

We introduce Tree-AMP, standing for Tree Approximate Message Passing, a python package for compositional inference in high-dimensional tree-structured models. The package provides a unifying framework to study several approximate message passing algorithms ...

2023

Graph-based approximate message passing iterations

Raphaël Jean Berthier

Approximate message passing (AMP) algorithms have become an important element of high-dimensional statistical inference, mostly due to their adaptability and concentration properties, the state evolution (SE) equations. This is demonstrated by the growing ...

OXFORD UNIV PRESS2023

Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models

Colin Neil Jones, Paul Scharnhorst, Rafael Eduardo Carrillo Rangel, Pierre-Jean Alet, Baptiste Schubnel

2022

Planted XY model: Thermodynamics and inference

Lenka Zdeborová, Guanhao Huang, Giovanni Piccioli, Siyu Chen

In this paper we study a fully connected planted spin glass named the planted XY model. Motivation for studying this system comes both from the spin glass field and the one of statistical inference where it models the angular synchronization problem. We d ...

2022

Multi-layer State Evolution Under Random Convolutional Design

Florent Gérard Krzakala, Lenka Zdeborová

Signal recovery under generative neural network priors has emerged as a promising direction in statistical inference and computational imaging. Theoretical analysis of reconstruction algorithms under generative priors is, however, challenging. For generati ...

2022

Subspace clustering in high-dimensions: Phase transitions & Statistical-to-Computational gap

Florent Gérard Krzakala, Lenka Zdeborová, Luca Pesce, Bruno Loureiro

A simple model to study subspace clustering is the high-dimensional k -Gaussian mixture model where the cluster means are sparse vectors. Here we provide an exact asymptotic characterization of the statistically optimal reconstruction error in this model i ...

2022

Analyse des logiques de choix modal auprès de la population active dans l'aire urbaine de Bienne

Vincent Kaufmann, Guillaume Simon Joseph Drevon, Marc Antoine Messer, Eloi Antoine Maël Bernier, Ludy Juliana González Villamizar

Encourager le report modal des transports individuels vers des moyens de transports moins polluants constitue aujourd’hui l’objectif affiché des politiques de transport à travers toute l’Europe (Banister 2005, Flamm 2004). Cet objectif ambitieux exige une ...

EPFL2020

Analyse des logiques de choix modal auprès de la population active urbaine : étude comparée du Grand Genève, du Canton de Vaud, et des agglomérations de Berne et de Bienne

Vincent Kaufmann, Guillaume Simon Joseph Drevon, Marc Antoine Messer, Eloi Antoine Maël Bernier, Ludy Juliana González Villamizar

EPFL2020

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Level of support for evolution

Terra Ignis. Des flammes au foyer: collectivisation du feu en trois pavillons dans le quartier de Vennes

Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models

Tree-AMP: Compositional Inference with Tree Approximate Message Passing

Graph-based approximate message passing iterations

Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models

Planted XY model: Thermodynamics and inference

Multi-layer State Evolution Under Random Convolutional Design

Subspace clustering in high-dimensions: Phase transitions & Statistical-to-Computational gap

Analyse des logiques de choix modal auprès de la population active dans l'aire urbaine de Bienne

Analyse des logiques de choix modal auprès de la population active urbaine : étude comparée du Grand Genève, du Canton de Vaud, et des agglomérations de Berne et de Bienne

Graph Chatbot

Chattez avec Graph Search

Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models

Terra Ignis. Des flammes au foyer: collectivisation du feu en trois pavillons dans le quartier de Vennes

Graph-based approximate message passing iterations

Multi-layer State Evolution Under Random Convolutional Design

Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models

Subspace clustering in high-dimensions: Phase transitions & Statistical-to-Computational gap

Analyse des logiques de choix modal auprès de la population active dans l'aire urbaine de Bienne

Analyse des logiques de choix modal auprès de la population active urbaine : étude comparée du Grand Genève, du Canton de Vaud, et des agglomérations de Berne et de Bienne

Planted XY model: Thermodynamics and inference

Tree-AMP: Compositional Inference with Tree Approximate Message Passing