Université de Liège

∙ Liège , Belgium ∙ 0 followers

The University of Liège, in Liège, Wallonia, Belgium, is a major public university in the French Community of Belgium.

Accumulated Gradient Normalization

This work addresses the instability in asynchronous data parallel optimi...
10/06/2017 ∙ by Joeri Hermans, et al. ∙ 0 ∙ share

read it
Unit Commitment using Nearest Neighbor as a Short-Term Proxy

We devise the Unit Commitment Nearest Neighbor (UCNN) algorithm to be us...
11/30/2016 ∙ by Gal Dalal, et al. ∙ 0 ∙ share

read it
How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies

Using deep neural nets as function approximator for reinforcement learni...
12/07/2015 ∙ by Vincent Francois-Lavet, et al. ∙ 0 ∙ share

read it
Benchmarking for Bayesian Reinforcement Learning

In the Bayesian Reinforcement Learning (BRL) setting, agents try to maxi...
09/14/2015 ∙ by Michael Castronovo, et al. ∙ 0 ∙ share

read it
Efficient combination of pairswise feature networks

This paper presents a novel method for the reconstruction of a neural ne...
05/30/2015 ∙ by Pau Bellot, et al. ∙ 0 ∙ share

read it
Meta-Learning of Exploration/Exploitation Strategies: The Multi-Armed Bandit Case

The exploration/exploitation (E/E) dilemma arises naturally in many subf...
07/22/2012 ∙ by Francis Maes, et al. ∙ 0 ∙ share

read it
Simple connectome inference from partial correlation statistics in calcium imaging

In this work, we propose a simple yet effective solution to the problem ...
06/30/2014 ∙ by Antonio Sutera, et al. ∙ 0 ∙ share

read it
Low-rank optimization for distance matrix completion

This paper addresses the problem of low-rank distance matrix completion....
04/24/2013 ∙ by B. Mishra, et al. ∙ 0 ∙ share

read it
Heterogeneous Tensor Decomposition for Clustering via Manifold Optimization

Tensors or multiarray data are generalizations of matrices. Tensor clust...
04/07/2015 ∙ by Yanfeng Sun, et al. ∙ 0 ∙ share

read it
Optimal discovery with probabilistic expert advice: finite time analysis and macroscopic optimality

We consider an original problem that arises from the issue of security a...
07/22/2012 ∙ by Sébastien Bubeck, et al. ∙ 0 ∙ share

read it
Scenario trees and policy selection for multistage stochastic programming using machine learning

We propose a hybrid algorithmic strategy for complex stochastic optimiza...
12/19/2011 ∙ by Boris Defourny, et al. ∙ 0 ∙ share

read it
An anisotropy preserving metric for DTI processing

Statistical analysis of Diffusion Tensor Imaging (DTI) data requires a c...
10/10/2012 ∙ by Anne Collard, et al. ∙ 0 ∙ share

read it
Closed-Loop Learning of Visual Control Policies

In this paper we present a general, flexible framework for learning mapp...
10/10/2011 ∙ by S. R. Jodogne, et al. ∙ 0 ∙ share

read it
Benford's law first significant digit and distribution distances for testing the reliability of financial reports in developing countries

We discuss a common suspicion about reported financial data, in 10 indus...
11/30/2017 ∙ by Jing Shi, et al. ∙ 0 ∙ share

read it
Chance-Constrained Outage Scheduling using a Machine Learning Proxy

Outage scheduling aims at defining, over a horizon of several months to ...
01/01/2018 ∙ by Gal Dalal, et al. ∙ 0 ∙ share

read it
Regularity of solutions of the Stein equation and rates in the multivariate central limit theorem

Consider the multivariate Stein equation Δ f - x·∇ f = h(x) - E h(Z), wh...
05/04/2018 ∙ by Thomas Gallouët, et al. ∙ 0 ∙ share

read it
The Adaptive sampling revisited

The problem of estimating the number n of distinct keys of a large colle...
05/21/2018 ∙ by Guy Louchard, et al. ∙ 0 ∙ share

read it
Dynamic Chain Graph Models for Ordinal Time Series Data

This paper introduces sparse dynamic chain graph models for network infe...
05/24/2018 ∙ by Pariya Behrouzi, et al. ∙ 0 ∙ share

read it
Intriguing yet simple skewness - kurtosis relation in economic and demographic data distributions; pointing to preferential attachment processes

In this paper, we propose that relations between high order moments of d...
07/18/2018 ∙ by Marcel Ausloos, et al. ∙ 0 ∙ share

read it

Université de Liège

Featured Researchers

Bamdev Mishra

Damien Ernst

Marcel Ausloos

Louis Wehenkel

Vincent Francois-Lavet

Joeri Hermans

Antonio Sutera

Raphael Fonteneau

Yvik Swan

Francis Maes

Patrick E. Meyer

Accumulated Gradient Normalization

Unit Commitment using Nearest Neighbor as a Short-Term Proxy

How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies

Benchmarking for Bayesian Reinforcement Learning

Efficient combination of pairswise feature networks

Meta-Learning of Exploration/Exploitation Strategies: The Multi-Armed Bandit Case

Simple connectome inference from partial correlation statistics in calcium imaging

Low-rank optimization for distance matrix completion

Heterogeneous Tensor Decomposition for Clustering via Manifold Optimization

Optimal discovery with probabilistic expert advice: finite time analysis and macroscopic optimality

Scenario trees and policy selection for multistage stochastic programming using machine learning

An anisotropy preserving metric for DTI processing

Closed-Loop Learning of Visual Control Policies

Benford's law first significant digit and distribution distances for testing the reliability of financial reports in developing countries

Chance-Constrained Outage Scheduling using a Machine Learning Proxy

Regularity of solutions of the Stein equation and rates in the multivariate central limit theorem

The Adaptive sampling revisited

Dynamic Chain Graph Models for Ordinal Time Series Data

Intriguing yet simple skewness - kurtosis relation in economic and demographic data distributions; pointing to preferential attachment processes