Search Results for author: Maxime Rischard

Found 5 papers, 4 papers with code

Using transfer learning to study burned area dynamics: A case study of refugee settlements in West Nile, Northern Uganda

no code implementations29 Jul 2021 Robert Huppertz, Catherine Nakalembe, Hannah Kerner, Ramani Lachyan, Maxime Rischard

By comparing the district-level BA dynamic with the wider West Nile region, we aim to add understanding of the land management impacts of refugee settlements on their surrounding environments.

Management Transfer Learning

Predicting Landsat Reflectance with Deep Generative Fusion

1 code implementation9 Nov 2020 Shahine Bouabid, Maxim Chernetskiy, Maxime Rischard, Jevgenij Gamper

Public satellite missions are commonly bound to a trade-off between spatial and temporal resolution as no single sensor provides fine-grained acquisitions with frequent coverage.

Humanitarian Time Series +1

GaussianProcesses.jl: A Nonparametric Bayes package for the Julia Language

3 code implementations21 Dec 2018 Jamie Fairbrother, Christopher Nemeth, Maxime Rischard, Johanni Brea, Thomas Pinder

Gaussian processes are a class of flexible nonparametric Bayesian tools that are widely used across the sciences, and in industry, to model complex data sources.

Binary Classification Gaussian Processes

Unbiased estimation of log normalizing constants with applications to Bayesian cross-validation

1 code implementation2 Oct 2018 Maxime Rischard, Pierre E. Jacob, Natesh Pillai

Posterior distributions often feature intractable normalizing constants, called marginal likelihoods or evidence, that are useful for model comparison via Bayes factors.

Computation Methodology

Bias correction in daily maximum and minimum temperature measurements through Gaussian process modeling

2 code implementations25 May 2018 Maxime Rischard, Natesh Pillai, Karen A. McKinnon

Our idea is to impute the hourly temperatures at the location of the measurements by borrowing information from the nearby stations that record hourly temperatures, which then can be used to create accurate summaries of temperature extremes.

Applications Methodology

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