42 citations · 107 across the 12 of their papers we have counts for
5 papers · 1 filter
Joint integrative analysis of multiple data sources with correlated vector outcomes
Emily C. Hector, Peter X. -K. Song
We propose a distributed quadratic inference function framework to jointly estimate regression parameters from multiple potentially heterogeneous data sources with correlated vecto…
Pattern-Based Analysis of Time Series: Estimation
Elyas Sabeti, Peter X. K. Song, Alfred O. Hero
While Internet of Things (IoT) devices and sensors create continuous streams of information, Big Data infrastructures are deemed to handle the influx of data in real-time. One type…
A Distributed and Integrated Method of Moments for High-Dimensional Correlated Data Analysis
Emily C. Hector, Peter X. -K. Song
This paper is motivated by a regression analysis of electroencephalography (EEG) neuroimaging data with high-dimensional correlated responses with multi-level nested correlations.…
Scalable and Efficient Statistical Inference with Estimating Functions in the MapReduce Paradigm for Big Data
Ling Zhou, Peter X. -K. Song
The theory of statistical inference along with the strategy of divide-and-conquer for large- scale data analysis has recently attracted considerable interest due to great popularit…
Distributed Simultaneous Inference in Generalized Linear Models via Confidence Distribution
Lu Tang, Ling Zhou, Peter X. -K. Song
We propose a distributed method for simultaneous inference for datasets with sample size much larger than the number of covariates, i.e., N >> p, in the generalized linear models f…