Search Results for author: Sergio Garrido

Found 3 papers, 1 papers with code

Population synthesis for urban resident modeling using deep generative models

no code implementations13 Nov 2020 Martin Johnsen, Oliver Brandt, Sergio Garrido, Francisco C. Pereira

The impacts of new real estate developments are strongly associated to its population distribution (types and compositions of households, incomes, social demographics) conditioned on aspects such as dwelling typology, price, location, and floor level.

BIG-bench Machine Learning

Estimating Causal Effects with the Neural Autoregressive Density Estimator

1 code implementation17 Aug 2020 Sergio Garrido, Stanislav S. Borysov, Jeppe Rich, Francisco C. Pereira

Estimation of causal effects is fundamental in situations were the underlying system will be subject to active interventions.

Causal Inference

Prediction of rare feature combinations in population synthesis: Application of deep generative modelling

no code implementations17 Sep 2019 Sergio Garrido, Stanislav S. Borysov, Francisco C. Pereira, Jeppe Rich

In this paper, two machine learning algorithms, from the family of deep generative models, are proposed for the problem of population synthesis and with particular attention to the problem of sampling zeros.

Generative Adversarial Network

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