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Nikos Kargas

3 accepted papers

2021

Multi-version Tensor Completion for Time-delayed Spatio-temporal Data

IJCAI 2021poster

Real-world spatio-temporal data is often incomplete or inaccurate due to various data loading delays. For example, a location-disease-time tensor of case counts can have multiple delayed updates of recent temporal slices for some locations or diseases. Recovering such missing or noisy (under-reporte…

Cited by 3SourcePDFScholar
2021

STELAR: Spatio-temporal Tensor Factorization with Latent Epidemiological Regularization

AAAI 2021technical

Accurate prediction of the transmission of epidemic diseases such as COVID-19 is crucial for implementing effective mitigation measures. In this work, we develop a tensor method to predict the evolution of epidemic trends for many regions simultaneously. We construct a 3-way spatio-temporal tensor (…

Cited by 24SourcePDFScholar
2019

Learning Mixtures of Smooth Product Distributions: Identifiability and Algorithm

AISTATS 2019poster

We study the problem of learning a mixture model of non-parametric product distributions. The problem of learning a mixture model is that of finding the component distributions along with the mixing weights using observed samples generated from the mixture. The problem is well-studied in the paramet…

Cited by 30SourcePDFScholar