Explainable AI — Publications

The DIRAC framework: Geometric structure underlies roles of and in combining classifiers

Sniatynski MJ, Shepherd J, Wilkens LR, Hsu DF, Kristal BS

Patterns, 5, 100924 (2024)

Generative deep learning furthers the understanding of local distributions of fat and muscle on body shape and health using 3D surface scans

Leong LT, Wong MC, Liu YE, Glaser Y, Quon BK, Kelly NN, Cataldi D, Sadowski P, Heymsfield SB, Shepherd J

Communications Medicine, 4, 13 (2024)

Learning a Clinically-Relevant Concept Bottleneck for Lesion Detection in Breast Ultrasound

Bunnell A, Glaser Y, Valdez D, Wolfgruber T, Altamirano A, González CZ, Hernandez BY, Sadowski P, Shepherd J

Lecture notes in computer science, , 650-659 (2024)

Deep learning predicts all-cause mortality from longitudinal total-body DXA imaging

Glaser Y, Shepherd J, Leong LT, Wolfgruber T, Lui L, Sadowski P, Cummings SR

Communications Medicine, 2, 102 (2022)

Ranks underlie outcome of combining classifiers: Quantitative roles for and

Sniatynski MJ, Shepherd J, Ernst T, Wilkens LR, Hsu DF, Kristal BS

Patterns, 3, 100415 (2021)

The potential of using artificial intelligence to improve skin cancer diagnoses in Hawai‘i’s multiethnic population

Willingham ML, Spencer SY, Lum C, Sanchez JMN, Burnett T, Shepherd J, Cassel K

Melanoma Research, 31, 504-514 (2021)