Works (23)

Updated: February 22nd, 2024 05:08

2023 journal article

A statistical framework for GWAS of high dimensional phenotypes using summary statistics, with application to metabolite GWAS

ArXiv, arXiv:2303.10221.

By: W. Huang, E. Hectorโ€‰, J. Cape & C. McKennan

Source: ORCID
Added: January 25, 2024

2023 journal article

Bayesian estimation of clustered dependence structures in functional neuroconnectivity

ArXiv, arXiv:2305.18044.

By: H. Kim, S. Ghosh & E. Hectorโ€‰

Source: ORCID
Added: January 25, 2024

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 nโ€‰ & B. Reich nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
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

Distributed model building and recursive integration for big spatial data modeling

ArXiv:2305.15951.

By: E. Hectorโ€‰ & A. Eloyan

Source: ORCID
Added: January 25, 2024

2023 article

Fused mean structure learning in data integration with dependence

Hector, E. C. (2023, October 27). CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, Vol. 10.

By: E. Hector nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: Alternating direction method of multipliers; generalized method of moments; homogeneity pursuit; scalable computing
Sources: Web Of Science, ORCID
Added: January 2, 2024

2023 journal article

Fused mean structure learning in data integration with dependence

To Appear in The Canadian Journal of Statistics, arXiv:2210.02198.

By: E. Hectorโ€‰

Source: ORCID
Added: January 25, 2024

2023 journal article

Parallel-and-stream accelerator for computationally fast supervised learning

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 177.

By: E. Hector nโ€‰, L. Luoโ€‰* & P. Songโ€‰*

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
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

Perceived Invasiveness and Therapeutic Acceptability of Transcranial Magnetic Stimulation

AJOB Neuroscience.

By: J. Twiddyโ€‰ n, E. Hector nโ€‰ & V. Dubljeviฤ‡ nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
MeSH headings : Humans; Transcranial Magnetic Stimulation; Depressive Disorder, Major / therapy; Treatment Outcome
Source: ORCID
Added: December 17, 2022

2023 journal article

Rejoinder: 'Statistical inference for streamed longitudinal data'

BIOMETRIKA, 110(4), 871โ€“874.

By: L. Luoโ€‰*, J. Wangโ€‰* & E. Hector nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
Sources: Web Of Science, ORCID
Added: February 19, 2024

2023 journal article

Sleep Classification With Artificial Synthetic Imaging Data Using Convolutional Neural Networks

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 27(1), 421โ€“432.

By: L. Shiโ€‰*, M. Wank*, Y. Chenโ€‰*, Y. Wangโ€‰*, Y. Liu*, E. Hector nโ€‰, P. Song*

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: Artificial synthetic imaging data; sleep classification; convolutional neural network; physiological signals; wearable
MeSH headings : Humans; Neural Networks, Computer; Algorithms; Machine Learning; Diagnostic Imaging; Random Forest
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, Vol. 2.

By: L. Luoโ€‰*, J. Wangโ€‰* & E. Hector nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: Generalized method of moments; Online learning; Quadratic inference function; Scalable computing; Serial dependence
Sources: Web Of Science, ORCID
Added: April 17, 2023

2023 journal article

Statistical inference for streamed longitudinal data

Biometrika, doi: 10.1093/biomet/asad010.

By: L. Luo, J. Wang & E. Hectorโ€‰

Source: ORCID
Added: January 25, 2024

2022 journal article

An information-sharing dial for efficient inference in data integration

ArXiv, arXiv:2207.08886.

By: E. Hectorโ€‰ & R. Martin

Source: ORCID
Added: January 25, 2024

2022 journal article

Functional Regression with Intensively Measured Longitudinal Outcomes: A New Lens through Data Partitioning

ArXiv, arXiv:2207.13014.

By: C. Manschot & E. Hectorโ€‰

Source: ORCID
Added: January 25, 2024

2022 journal article

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

NATURE COMMUNICATIONS, 13(1).

co-author countries: Finland ๐Ÿ‡ซ๐Ÿ‡ฎ Italy ๐Ÿ‡ฎ๐Ÿ‡น United States of America ๐Ÿ‡บ๐Ÿ‡ธ
MeSH headings : Alleles; Finland; Gene Frequency; Genetic Predisposition to Disease; Genome-Wide Association Study / methods; Humans; Male; Phenotype; Polymorphism, Single Nucleotide
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 n, L. Pingโ€‰*, J. Glassโ€‰*, N. Seyfriedโ€‰*, E. Hector nโ€‰ & D. Muddiman nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
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), 1700โ€“1717.

By: E. Hector nโ€‰ & P. Songโ€‰*

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
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

2022 journal article

Transfer learning with uncertainty quantification: Random Effect Calibration of Source to Target (RECaST)

ArXiv, arXiv:2211.16557.

By: J. Hickey, J. Williams & E. Hectorโ€‰

Source: ORCID
Added: January 25, 2024

2021 journal article

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

Journal of the American Statistical Association, 116(534), 805โ€“818.

By: E. Hector*โ€‰ & P. Songโ€‰*

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
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, 21, 1โ€“35.

By: E. Hectorโ€‰ & P. Song

Source: ORCID
Added: January 25, 2024

2020 journal article

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

Epigenetics Insights.

By: J. Goodrichโ€‰*, E. Hector nโ€‰, L. Tangโ€‰*, J. LaBarre*, D. Dolinoyโ€‰*, A. Mercado-Garcia*, A. Cantoralโ€‰*, P. Song*, M. Tรฉllez-Rojo*, K. Petersonโ€‰*

co-author countries: Slovenia ๐Ÿ‡ธ๐Ÿ‡ฎ United States of America ๐Ÿ‡บ๐Ÿ‡ธ
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 journal article

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

Environmental Research, 191, 110216.

By: E. Jansen, E. Hectorโ€‰, J. Goodrich, A. Cantoral, M. Rojo, N. Basu, P. Song, L. Olascoaga, K. Peterson

Source: ORCID
Added: January 25, 2024

2017 journal article

Metabolomic determinants of metabolic risk in Mexican adolescents

Obesity (Silver Spring), 25(9), 1594โ€“1602.

By: W. Perng, E. Hectorโ€‰, P. Song, M. Rojo, S. Raskind, M. Kachman, A. Cantoral, B. Burant, K. Peterson

Source: ORCID
Added: January 25, 2024

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