IEEE - Institute of Electrical and Electronics Engineers, Inc. - An Empirical Approach for Avoiding False Discoveries When Applying High-Dimensional Radiomics to Small Datasets

Author(s): Avishek Chatterjee ; Martin Vallieres ; Anthony Dohan ; Ives R. Levesque ; Yoshiko Ueno ; Vipul Bist ; Sameh Saif ; Caroline Reinhold ; Jan Seuntjens
Sponsor(s): Nuclear and Plasma Sciences Society (NPSS)
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 March 2019
Volume: 3
Page(s): 201 - 209
ISSN (Electronic): 2469-7303
ISSN (Paper): 2469-7311
DOI: 10.1109/TRPMS.2018.2880617
Regular:

Purpose: Radiomic studies, where correlations are drawn between patients' medical image features and patient outcomes, often deal with small datasets. Consequently, results can suffer from lack of... View More

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