Jacquelyn A Shelton

Postdoc, Hong Kong Polytechnic University

Joined

April 2022

Names

Jacquelyn A Shelton (Preferred)

Jacquelyn A. Shelton

Emails

****@tu-berlin.de (Confirmed)

****@gmail.com (Confirmed)

****@fias.uni-frankfurt.de

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

Postdoc

Hong Kong Polytechnic University (polyu.edu.hk)

2019 – Present

Advisors, Relations & Conflicts

Postdoc Advisor

Wei Yao

2019 – Present

Expertise

generative models

probabilistic generative models

sparse coding

Present

climate

climate science

environment

Present

remote sensing

Present

computational neuroscience

fMRI

Present

Publications

Nonlinear Spike-And-Slab Sparse Coding for Interpretable Image Encoding
Jacquelyn A Shelton, Abdul-Saboor Sheikh, Jorg Bornschein, Philip Sterne, Jorg Lucke
- PLOS ONE
- Readers: Everyone
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 A Shelton, Przemyslaw Polewski, Wei Yao
- ICML Workshop on Healthcare Systems, Population Health, and the Role of Health-Tech
- Readers: Everyone
U-Net For Learning And Inference Of Dense Representation Of Multiple Air Pollutants From Satellite Imagery
Jacquelyn A Shelton, Przemyslaw Polewski,, Wei Yao
- CI2020: Proceedings of the 10th International Conference on Climate Informatics
- Readers: Everyone
GP-Select: Accelerating EM Using Adaptive Subspace Preselection
Jacquelyn A Shelton, Jan Gasthaus, Zhenwen Dai, Jorg Lucke, Arthur Gretton
- Neural Computation
- Readers: Everyone
A hybrid convolutional neural network/active contour approach to segmenting dead trees in aerial imagery
Jacquelyn A Shelton, Przemyslaw Polewski, Wei Yao
- NeurIPS workshop on Tackling Climate Change with Machine Learning
- Readers: Everyone
Instance segmentation of fallen trees in aerial color infrared imagery using active multi-contour evolution with fully convolutional network-based intensity priors
Jacquelyn A Shelton, Przemyslaw Polewsk, Wei Yao, Marco Heurich
- ISPRS Journal of Photogrammetry and Remote Sensing
- Readers: Everyone
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
- 2012 (modified: 11 Nov 2022)
- NIPS 2012
- Readers: Everyone
Select and Sample - A Model of Efficient Neural Inference and Learning
Jacquelyn A. Shelton, Jörg Bornschein, Abdul-Saboor Sheikh, Pietro Berkes, Jörg Lücke
- 2011 (modified: 11 Nov 2022)
- NIPS 2011
- Readers: Everyone
Augmenting Feature-driven fMRI Analyses: Semi-supervised learning and resting state activity
Matthew B. Blaschko, Jacquelyn A. Shelton, Andreas Bartels
- 2009 (modified: 11 Nov 2022)
- NIPS 2009
- Readers: Everyone

Jacquelyn A Shelton

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Co-Authors