Generalized method of moments


An online estimation and inference framework for streamed longitudinal data analysis (SLA).

Statistical Inference for Streamed Longitudinal Data

Modern longitudinal data, for example from wearable devices, measure biological signals on a fixed set of participants at a diverging number of time points. Traditional statistical methods are not equipped to handle the computational burden of …

Parallel-and-Stream Accelerator for Computationally Fast Supervised Learning

Two dominant distributed computing strategies have emerged to overcome the computational bottleneck of supervised learning with big data: parallel data processing in the MapReduce paradigm and serial data processing in the online streaming paradigm. …