Simon Fontaine
Simon Fontaine
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Microbiome Data Analysis
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Simon Fontaine
PhD Student in Statistics
University of Michigan
RESEARCH
APPLIED RESEARCH
BRAIN-COMPUTER INTERFACES
MICROBIOME DATA ANALYSIS
MISCELLANEOUS
RECENT PUBLICATIONS
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Predicting Incident Adenocarcinoma of the Esophagus or Gastric Cardia Using Machine Learning of Electronic Health Records
The Kettles Esophageal and Cardia Adenocarcinoma predictioN (K-ECAN) Tool was developed and validated using a form of artificial …
Joel H. Rubenstein
,
Simon Fontaine
,
Peter W. MacDonald
,
Jennifer A. Burns
,
Richard R. Evans
,
Maria E. Arasim
,
Joy W. Chang
,
Elizabeth M. Firsht
,
Sarah T. Hawley
,
Sameer D. Saini
,
Lauren P. Wallner
,
Ji Zhu
,
Akbar K. Waljee
Code
Project
DOI
An adaptive multiple try Metropolis algorithm
Markov chain Monte Carlo (MCMC) methods, specifically samplers based on random walks,often have difficulty handling target …
Simon Fontaine
,
Mylène Bédard
PDF
Cite
Code
DOI
Simulation code
Supplementary material
A Unified Approach to Sparse Tweedie Modeling of Multisource Insurance Claim Data
Actuarial practitioners now have access to multiple sources of insurance data corresponding to various situations: multiple business …
Simon Fontaine
,
Yi Yang
,
Wei Qian
,
Bowen Gu
,
Bo Fan
PDF
Cite
Code
DOI
Supplementary material
RECENT & UPCOMING TALKS
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Locally sparse varying coefficient mixed model for longitudinal differential abundance analysis
Differential abundance (DA) analysis in microbiome studies has recently been used to uncover a plethora of associations between …
Aug 8, 2023 10:00 AM
Toronto, ON, Canada
Simon Fontaine
,
Nisha J D'Silva
,
Marcell Costa de Medeiros
,
Ji Zhu
,
Gen Li
Slides
POLDA: Pooling Overdispersed Logistic Regressions for Microbiome Differential Abundance Analysis
Differential abundance (DA) analysis aims to identify microbiome taxa whose abundances are different between two or more conditions. …
Jun 13, 2023 10:00 AM
Ann Arbor, MI
Mukai Wang
,
Simon Fontaine
,
Hui Jiang
,
Gen Li
Using machine learning to adapt tools predicting esophageal adenocarcinoma for use with electronic medical data
May 6, 2022 10:00 AM
Online
Joel H Rubenstein
,
Simon Fontaine
Missing Value Imputation of Network Node Attributes
User profiles in social networks are notoriously incomplete due to self-reporting; predicting or imputing these missing values is often …
Aug 10, 2021 10:00 AM
Online
Simon Fontaine
,
Ji Zhu
Slides
Online Skill Rating Algorithms
Skill rating algorithms are now ubiquitous in online competitive video games and are used not only to accurately compare players’ …
Aug 1, 2019 8:30 AM
Denver, CO, USA
Nicolas Grenon-Godbout
,
Jonathan Dumas
,
Simon Fontaine
,
Gabrielle Rit
,
Timothy Park
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