Haley Colgate Kottler

Adventures in data science

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Published:

Characterizing Lucid Episodes in Advanced Dementia: A Prospective Study
Andrea Gilmore-Bykovskyi, Haley Kottler, Amy Cochran, Kayla Dillon, Alison Coulson, Clark Benson, Jess Fehland, and Kimberly Mueller
The Gerontologist
August 1, 2025
https://doi.org/10.1093/geront/gnaf178

Integrating Local Learning into the Two-Stage Markov Task to Separate Model-Based from Model-Free Learning
Peizhe Li, Jimmy Vineyard, Seungyeon Oh, Jack Maloney
Advised by: Amy Cochran, and Haley Colgate Kottler
SIAM Undergraduate Research Online
July 11, 2025
https://doi.org/10.1137/24S1703392

Quantifying aberrant approach-avoidance conflict in psychopathology: A review of computational approaches
Allison M. Letkiewicz, Haley C. Kottler, Stewart A. Shankman, and Amy L. Cochran
Neuroscience & Biobehavioral Reviews
April 2023
https://doi.org/10.1016/j.neubiorev.2023.105103

Batch Codes from Affine Cartesian Codes and Quotient Spaces
Travis Baumbaugh, Haley Colgate, Timothy Jackman, and Felice Manganiello. (Authors alphabetical by last name.)
Cryptography and Coding - 18th IMA International Conference
December 14-15, 2021
https://doi.org/10.1007/978-3-030-92641-0_1

Colorado in context: Congressional redistricting and competing fairness criteria in Colorado
Jeanne Clelland, Haley Colgate, Daryl DeFord, Beth Malmskog, and Flavia Sancier-Barbosa. (Authors alphabetical by last name.)
Journal of Computational Social Science
May 31, 2021
https://doi.org/10.1007/s42001-021-00119-7

Preprint:

A simplified and robust proxy-based approach for overcoming unmeasured confounding in EHR studies
Haley Colgate Kottler and Amy Cochran
June 13, 2025
https://arxiv.org/abs/2506.12177

Implementation of Estimating Gaussian Mixtures Using Sparse Polynomial Moment Systems
Haley Colgate Kottler, Julia Lindberg, and Jose Israel Rodriguez
February 11, 2025
https://arxiv.org/abs/2502.07648

Software:

GMMParameterEstimation.jl is a Julia package created by Haley Kottler, Julia Lindberg, and Jose Israel Rodriguez that uses method of moments for parameter recovery for Gaussian Mixture Models. https://github.com/HaleyColgateKottler/GMMParameterEstimation.jl

Works in Progress:

Latent Class Analysis for Data Driven Detection of Lucid Episodes in Advanced Dementia
Haley Colgate Kottler, Amy Cochran, and Andrea Gilmore-Bykovskyi