Author

Louis Freeland‐Haynes

University of PittsburghORCID 0000-0002-0753-1600Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Approach:Bayesian inference· 1 Research Focus:benchmarking· 1 Approach:statistical model· 1

Frequent Co-Authors

Amanda K. NavineiD· 1 shared Justin A. KitzesiD· 1 shared Matthew J. WeldyiD· 1 shared Patrick J. HartiD· 1 shared Tom Denton· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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5 top collaborators · 10 mutual co-author links

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1 shared paperEcology

Amanda K. NavineORCID

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1 paper

Recent·Most cited

EcologybioRxivPreprintSep 12, 2026

Calibrating Classifiers Across Covariates: Hierarchical Vocal Density Estimation for Acoustic Monitoring at Scale

Louis Freeland‐Haynes, Matthew J. Weldy, Amanda K. Navine…·Justin A. Kitzes

This paper develops a Bayesian hierarchical calibration method for acoustic classifiers to estimate site-level vocal density with uncertainty, improving accuracy and efficiency over global or site-specific approaches.

DOI 10.64898/2026.09.08.747031

statistical modelBayesian inference

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