Eric Roberts Email & Phone Number

California, United States

South San Francisco, CA, US

• Selected Projects:
• Led research in supervised machine learning classifiers for the prediction of gene targets for drug discovery efforts. Authored Python code stack managing complex API queries across company platform for the assembly of.
• Formulated novel metrics for gauging the replicability of gene expression correlations across cohorts and between human, animal, and in vitro models based on the probability distributions of correlation matrix.
• Formulated a novel expansion of Gene Set Analysis (GSA; Efron and Tibshirani (2007), Ann. Appl. Stat. 1(1):107-129) to quantify the consistency of set-wise gene dysregulation across experiments and between human.
• Devised flexible Generalized Linear Mixed Modeling protocol enabling the efficient analysis and plotting of diverse microscopy experimental outputs for bench scientists across the company

South San Francisco, CA, US

• Selected Projects:
• Formulated novel unsupervised machine learning approach for the detection of clusters of co-expressed genes, similar in spirit to Langfelder Horvath (2008, BMC Bioinformatics 9:559) but based on probability theoretic.
• Conducted study design, power analysis, and results reporting for in vitro and in vivo studies using outcomes including rodent biomarker and behavioral endpoints, histological changes, cell survival, cellular.
• Implemented software for the fitting of random-effects hazard models for an automated pipeline tracking survival and morphology of neurons for in vitro experiments

Oakland, California, US

Novel Methods Development (see publications)Application of t-distributed Heckman selection models for multiply missing-not-at-random (MNAR) data with complex sampling designQuantified time-dependent vulnerability to exposures with multi-hierarchy Bayesian modeling using a Metropolis-within-Gibbs algorithmTechnical DomainsGeneralized linear mixed models.

Technical DomainsReal-world data, non-parametric locally-weighted spatial estimationProject TopicsEnvironmental health surveillance, pediatric asthma, maternal and infant health, pesticide exposure, autism spectrum disordersSpecial RolesPrincipal Investigator, program evaluation, convened multi-region task force for stakeholder-led evaluation of public.

San Francisco, California, US

Health Services Research, Institute of Health Policy Studies

San Francisco, California, US

General Pediatrics

Program In Sequence Analysis And Genomics

Doctor Of Medicine - Md, Medicine

Doctor Of Philosophy - Phd, Social Work

Bachelor Of Arts - Ba, Chemistry