Author

Heather Chen

University of ChicagoORCID 0000-0002-9659-3941Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:benchmarking· 1 Approach:deep learning· 1 Organism:human· 1 Assay:spatial transcriptomics· 1 Approach:statistical model· 1

Frequent Co-Authors

Alexander T. PearsoniD· 1 shared Dezheng HuoiD· 1 shared Frederick Matthew HowardiD· 1 shared Jakob Nikolas KatheriD· 1 shared James M. DolezaliD· 1 shared Jefree J. SchulteiD· 1 shared Lara Rosaline HeijiD· 1 shared Nicole A. CiprianiiD· 1 shared

Activity by Year

2021-2021 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperBioinformatics

Alexander T. PearsonORCID

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

The Impact of Digital Histopathology Batch Effect on Deep Learning Model Accuracy and Bias

Frederick Matthew Howard, James M. Dolezal, Sara E. Kochanny, Jefree J. Schulte, Heather Chen, Lara Rosaline Heij, Dezheng Huo, Rita Nanda, Olufunmilayo Ibironke Olopade, Jakob Nikolas Kather, Nicole A. Cipriani, Robert L. Grossman, Alexander T. Pearson

This paper shows that digital histopathology batch effects in TCGA data affect DL model accuracy and bias, and proposes a method to address this issue.

Nature Communications · Jul 20, 2021Peer-reviewedBioinformatics