Robust causal dependence mining in big data network and its application to traffic flow predictions

•Build traffic flow models based on massive available data.•Consider both temporal characteristics and spatial dependence of traffic time series.•Design robust algorithms to handle bursts in traffic time series.•Design fast algorithms for big data.•Discuss the relationship between Granger causality and prediction.