Author

Carol A. Heckman

Bowling Green State University

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:imaging· 1 Approach:statistical model· 1

Activity by Year

2026-2026 · peak 1/yr

1 paper

Recent·Most cited

BioinformaticsBMC BioinformaticsPeer-reviewedJun 16, 2026

Impact of Regularization Methods and Outlier Removal on Unsupervised Sample Classification

Carol A. Heckman

This study evaluates how preprocessing techniques affect classification consistency in high-content assays, finding that non-repeatability is inherent and irreducible.

DOI 10.1186/s12859-026-06539-4

imagingstatistical model

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