Search Results for author: Songgaojun Deng

Found 3 papers, 1 papers with code

A Survey on Societal Event Forecasting with Deep Learning

no code implementations12 Dec 2021 Songgaojun Deng, Yue Ning

In recent years, research on event forecasting has made significant progress due to two main reasons: (1) the development of machine learning and deep learning algorithms and (2) the accessibility of public data such as social media, news sources, blogs, economic indicators, and other meta-data sources.

Decision Making

Causal Knowledge Guided Societal Event Forecasting

1 code implementation10 Dec 2021 Songgaojun Deng, Huzefa Rangwala, Yue Ning

(ii) Given spatiotemporal non-independent and identically distributed (non-IID) data, modeling hidden confounders for accurate causal effect estimation is not trivial.

Causal Inference

Graph Message Passing with Cross-location Attentions for Long-term ILI Prediction

no code implementations21 Dec 2019 Songgaojun Deng, Shusen Wang, Huzefa Rangwala, Lijing Wang, Yue Ning

Forecasting influenza-like illness (ILI) is of prime importance to epidemiologists and health-care providers.

CoLA Time Series +1

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