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Estimating the location and shape of hybrid zones
We propose a new model to make use of georeferenced genetic data for inferring the location and shape of a hybrid zone. The model output includes the posterior distribution of a parameter thatExpand
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COBRA: A combined regression strategy
TLDR
A new method for combining several initial estimators of the regression function is introduced. Expand
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Simpler PAC-Bayesian bounds for hostile data
TLDR
This paper aims at relaxing these constraints and provides PAC-Bayesian learning bounds that hold for dependent, heavy-tailed observations. Expand
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Stability revisited: new generalisation bounds for the Leave-one-Out
The present paper provides a new generic strategy leading to non-asymptotic theoretical guarantees on the Leave-one-Out procedure applied to a broad class of learning algorithms. This strategy reliesExpand
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PAC-Bayesian estimation and prediction in sparse additive models
The present paper is about estimation and prediction in high-dimensional additive models under a sparsity assumption ($p\gg n$ paradigm). A PAC-Bayesian strategy is investigated, delivering oracleExpand
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A Primer on PAC-Bayesian Learning
TLDR
Generalised Bayesian learning algorithms are increasingly popular in machine learning, due to their PAC generalisation properties and flexibility. Expand
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Pycobra: A Python Toolbox for Ensemble Learning and Visualisation
TLDR
We introduce \texttt{pycobra}, a Python library devoted to ensemble learning (regression and classification) and visualisation. Expand
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An oracle inequality for quasi-Bayesian nonnegative matrix factorization
The aim of this paper is to provide some theoretical understanding of quasi-Bayesian aggregation methods of nonnegative matrix factorization. We derive an oracle inequality for an aggregatedExpand
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Attributing and Referencing (Research) Software: Best Practices and Outlook From Inria
TLDR
We provide in this article a contribution to the ongoing efforts in order to develop proper guidelines and recommendations for software citation and reference. Expand
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"RecognizeCane" : The new concept of a cane which recognizes the most common objects and safety clues
TLDR
This paper introduces the new concept of an electronic cane for blind people. Expand
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