Works (13)

Updated: May 11th, 2023 05:02

2023 article

Distributed Inference for Spatial Extremes Modeling in High Dimensions

Hector, E. C., & Reich, B. J. (2023, April 12). JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, Vol. 4.

By: E. Hector & B. Reich

author keywords: Bias-variance tradeoff; Brown-Resnick process; Divide-and-conquer; Scalable computing
Sources: Web Of Science, ORCID
Added: May 9, 2023

2023 journal article

Parallel-and-stream accelerator for computationally fast supervised learning

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 177.

By: E. Hector, L. Luo & P. Song

author keywords: Confidence distribution; Divide and conquer; Generalized method of moments; Online learning; Prediction
Sources: Web Of Science, ORCID
Added: September 12, 2022

2023 journal article

Sleep Classification With Artificial Synthetic Imaging Data Using Convolutional Neural Networks

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 27(1), 421–432.

By: L. Shi, M. Wank, Y. Chen, Y. Wang, Y. Liu, E. Hector, P. Song

author keywords: Artificial synthetic imaging data; sleep classification; convolutional neural network; physiological signals; wearable
Sources: Web Of Science, ORCID
Added: March 13, 2023

2023 article

Statistical inference for streamed longitudinal data

Luo, L., Wang, J., & Hector, E. C. (2023, February 20). BIOMETRIKA.

By: L. Luo*, J. Wang* & E. Hector

author keywords: Generalized method of moments; Online learning; Quadratic inference function; Scalable computing; Serial dependence
Source: Web Of Science
Added: April 17, 2023

2022 journal article

Genome-wide association studies of metabolites in Finnish men identify disease-relevant loci

NATURE COMMUNICATIONS, 13(1).

By: X. Yin*, L. Chan*, D. Bose*, A. Jackson*, P. VandeHaar*, A. Locke*, C. Fuchsberger*, H. Stringham* ...

Sources: Web Of Science, ORCID
Added: April 18, 2022

2022 journal article

Interrogating the Metabolomic Profile of Amyotrophic Lateral Sclerosis in the Post-Mortem Human Brain by Infrared Matrix-Assisted Laser Desorption Electrospray Ionization (IR-MALDESI) Mass Spectrometry Imaging (MSI)

METABOLITES, 12(11).

By: A. Sohn, L. Ping*, J. Glass*, N. Seyfried*, E. Hector & D. Muddiman

author keywords: IR-MALDESI MSI; mass spectrometry imaging; Amyotrophic lateral sclerosis (ALS); neurodegenerative disease; multiomic
Sources: Web Of Science, ORCID
Added: January 3, 2023

2022 journal article

JOINT INTEGRATIVE ANALYSIS OF MULTIPLE DATA SOURCES WITH CORRELATED VECTOR OUTCOMES

ANNALS OF APPLIED STATISTICS, 16(3), 1700–1717.

By: E. Hector & P. Song

author keywords: Data integration; generalized method of moments; parallel computing; quadratic inference function; scalable computing; seemingly unrelated regression
Sources: Web Of Science, ORCID
Added: August 1, 2022

2021 journal article

A Distributed and Integrated Method of Moments for High-Dimensional Correlated Data Analysis

Journal of the American Statistical Association, 116(534), 805–818.

By: E. Hector & P. Song*

author keywords: Composite likelihood; Divide-and-conquer; Generalized method of moments; Parallel computing; Scalable computing
Source: ORCID
Added: September 18, 2020

2020 journal article

Doubly distributed supervised learning and inference with high-dimensional correlated outcomes

Journal of Machine Learning Research.

By: E. Hector & P. Song

Source: ORCID
Added: November 1, 2020

2020 journal article

Integrative Analysis of Gene-Specific DNA Methylation and Untargeted Metabolomics Data from the ELEMENT Cohort

Epigenetics Insights.

By: J. Goodrich*, E. Hector, L. Tang*, J. LaBarre*, D. Dolinoy, A. Mercado-Garcia*, A. Cantoral*, P. Song*, M. Téllez-Rojo*, K. Peterson*

author keywords: Metabolic programming; epigenetics; DNA methylation; IGF2; H19; HSD11B2; LINE-1; adolescence; biomarkers; adiposity; children's health
Source: ORCID
Added: December 11, 2020

2020 article

Joint integrative analysis of multiple data sources with correlated vector outcomes

Hector E, S. P. (2020, November 30). ArXiv Preprint, Vol. 11, pp. 1–26.

By: S. Hector E

Source: ORCID
Added: January 12, 2021

2020 journal article

Mercury exposure in relation to sleep duration, timing, and fragmentation among adolescents in Mexico City

Environmental Research.

By: E. Jansen, E. Hector, J. Goodrich, A. Cantoral, T. Rojo, B. Mm, S. N

Source: ORCID
Added: November 1, 2020

2017 journal article

Metabolomic Determinants of Metabolic Risk in Mexican Adolescents

Obesity.

Source: ORCID
Added: September 18, 2020

Employment

Updated: September 18th, 2020 14:13

2020 - present

North Carolina State University Raleigh, North Carolina, US
Assistant Professor Statistics

2015 - 2020

University of Michigan Ann Arbor, MI, US
Graduate Student Research Assistant Department of Biostatistics

2014 - 2014

University of Michigan Ann Arbor, MI, US
Graduate Student Instructor Department of Biostatistics

Education

Updated: September 18th, 2020 14:13

2016 - 2020

University of Michigan Ann Arbor, MI, US
PhD, Biostatistics Department of Biostatistics

2014 - 2016

University of Michigan Ann Arbor, MI, US
Master of Science, Biostatistics Department of Biostatistics

2011 - 2014

McGill University Montreal, Quebec, CA
Bachelor of Science, Honours Probability and Statistics Department of Mathematics and Statistics