Search Results for author: Diana Koldasbayeva

Found 2 papers, 0 papers with code

Challenges in data-based geospatial modeling for environmental research and practice

no code implementations18 Nov 2023 Diana Koldasbayeva, Polina Tregubova, Mikhail Gasanov, Alexey Zaytsev, Anna Petrovskaia, Evgeny Burnaev

With the rise of electronic data, particularly Earth observation data, data-based geospatial modelling using machine learning (ML) has gained popularity in environmental research.

Earth Observation Management +1

Correcting sampling biases via importance reweighting for spatial modeling

no code implementations9 Sep 2023 Boris Prokhorov, Diana Koldasbayeva, Alexey Zaytsev

In machine learning models, the estimation of errors is often complex due to distribution bias, particularly in spatial data such as those found in environmental studies.

Density Estimation

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