Search Results for author: Stanislav S. Borysov

Found 7 papers, 4 papers with code

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.

Introducing Super Pseudo Panels: Application to Transport Preference Dynamics

no code implementations1 Mar 2019 Stanislav S. Borysov, Jeppe Rich

We use the presented approach to reveal the dynamics of transport preferences for a fixed pseudo panel of individuals based on a large Danish cross-sectional data set covering the period from 2006 to 2016.

A Bayesian Additive Model for Understanding Public Transport Usage in Special Events

no code implementations20 Dec 2018 Filipe Rodrigues, Stanislav S. Borysov, Bernardete Ribeiro, Francisco C. Pereira

Public special events, like sports games, concerts and festivals are well known to create disruptions in transportation systems, often catching the operators by surprise.

Band gap prediction for large organic crystal structures with machine learning

1 code implementation30 Oct 2018 Bart Olsthoorn, R. Matthias Geilhufe, Stanislav S. Borysov, Alexander V. Balatsky

Machine-learning models are capable of capturing the structure-property relationship from a dataset of computationally demanding ab initio calculations.

Band Gap BIG-bench Machine Learning

Scalable Population Synthesis with Deep Generative Modeling

3 code implementations21 Aug 2018 Stanislav S. Borysov, Jeppe Rich, Francisco C. Pereira

It is a fundamental problem in the modeling of transport where the synthetic populations of micro-agents represent a key input to most agent-based models.

Online Search Tool for Graphical Patterns in Electronic Band Structures

1 code implementation31 Oct 2017 Stanislav S. Borysov, Bart Olsthoorn, M. Berk Gedik, R. Matthias Geilhufe, Alexander V. Balatsky

We present an online graphical pattern search tool for electronic band structure data contained within the Organic Materials Database (OMDB) available at http://omdb. diracmaterials. org/search/pattern.

Materials Science

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