3 papers
cs.LG2020
Population synthesis for urban resident modeling using deep generative models
Martin Johnsen, Oliver Brandt, Sergio Garrido +1
The impacts of new real estate developments are strongly associated to its population distribution (types and compositions of households, incomes, social demographics) conditioned…
stat.ME2020
Estimating Causal Effects with the Neural Autoregressive Density Estimator
Sergio Garrido, Stanislav S. Borysov, Jeppe Rich +1
Estimation of causal effects is fundamental in situations were the underlying system will be subject to active interventions. Part of building a causal inference engine is defining…
stat.ML2019
Prediction of rare feature combinations in population synthesis: Application of deep generative modelling
Sergio Garrido, Stanislav S. Borysov, Francisco C. Pereira +1
In population synthesis applications, when considering populations with many attributes, a fundamental problem is the estimation of rare combinations of feature attributes. Unsurpr…