Augmenting Feature-driven fMRI Analyses: Semi-supervised learning and resting state activity. - Matthew B. Blaschko; Jacquelyn A. Shelton; Andreas M. Bartels (NIPS, 2009)

Select and Sample - A Model of Efficient Neural Inference and Learning. - Jacquelyn A. Shelton; Jörg Bornschein; Abdul-Saboor Sheikh; Pietro Berkes; Jörg Lücke (NIPS, 2011)

Semi-supervised kernel canonical correlation analysis with application to human fMRI. - Matthew B. Blaschko; Jacquelyn A. Shelton; Andreas M. Bartels; Christoph H. Lampert; Arthur Gretton (Pattern Recognit. Lett., 2011)

Why MCA? Nonlinear sparse coding with spike-and-slab prior for neurally plausible image encoding. - Jacquelyn A. Shelton; Philip Sterne; Jörg Bornschein; Abdul-Saboor Sheikh; Jörg Lücke (NIPS, 2012)

A truncated EM approach for spike-and-slab sparse coding. - Abdul-Saboor Sheikh; Jacquelyn A. Shelton; Jörg Lücke (J. Mach. Learn. Res., 2014)

GP-Select: Accelerating EM Using Adaptive Subspace Preselection. - Jacquelyn A. Shelton; Jan Gasthaus; Zhenwen Dai; Jörg Lücke; Arthur Gretton (Neural Comput., 2017)

Large-scale approximate EM-style learning and inference in generative graphical models for sparse coding. - Jacquelyn A. Shelton (2018)

U-net for learning and inference of dense representation of multiple air pollutants from satellite imagery. - Jacquelyn Shelton; Przemyslaw Polewski; Wei Yao 008 (CI, 2020)

Instance segmentation of fallen trees in aerial color infrared imagery using active multi-contour evolution with fully convolutional network-based intensity priors. - Przemyslaw Polewski; Jacquelyn Shelton; Wei Yao 008; Marco Heurich (CoRR, 2021)

In the Danger Zone: U-Net Driven Quantile Regression can Predict High-risk SARS-CoV-2 Regions via Pollutant Particulate Matter and Satellite Imagery. - Jacquelyn Shelton; Przemyslaw Polewski; Wei Yao 008 (CoRR, 2021)

A hybrid convolutional neural network/active contour approach to segmenting dead trees in aerial imagery. - Jacquelyn A. Shelton; Przemyslaw Polewski; Wei Yao 008; Marco Heurich (CoRR, 2021)

Segmenting objects with Bayesian fusion of active contour models and convnet priors. - Przemyslaw Polewski; Jacquelyn Shelton; Wei Yao 008; Marco Heurich (CoRR, 2024)