activity
20002019
most citedIntegrating Machine Learning and Multiscale Modeling: Perspectives, Challenges, and Opportunities in the Biological, Biomedical, and Behavioral Sciences

645 citations · 1.4k across the 18 of their papers we have counts for

collaborators

19 papers

physics.bio-ph2019

Multiscale modeling meets machine learning: What can we learn?

Grace C. Y. Peng, Mark Alber, Adrian Buganza Tepole +9

Machine learning is increasingly recognized as a promising technology in the biological, biomedical, and behavioral sciences. There can be no argument that this technique is incred…

q-bio.QM2019★ 645 cited

Integrating Machine Learning and Multiscale Modeling: Perspectives, Challenges, and Opportunities in the Biological, Biomedical, and Behavioral Sciences

Mark Alber, Adrian Buganza Tepole, William Cannon +8

Fueled by breakthrough technology developments, the biological, biomedical, and behavioral sciences are now collecting more data than ever before. There is a critical need for time…

q-bio.CB2018

Cell-based model of the generation and maintenance of the shape and structure of the multi-layered shoot apical meristem of Arabidopsis thaliana

Mikahl Banwarth-Kuhn, Ali Nematbakhsh, Kevin W. Rodriguez +4

One of the central problems in animal and plant developmental biology is deciphering how chemical and mechanical signals interact within a tissue to produce organs of defined size,…

cs.CV2016★ 220 cited

Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image Segmentation

Jianxu Chen, Lin Yang, Yizhe Zhang +2

Segmentation of 3D images is a fundamental problem in biomedical image analysis. Deep learning (DL) approaches have achieved state-of-the-art segmentation perfor- mance. To exploit…

cond-mat.soft2015

Foam-like compression behavior of fibrin networks

O. V. Kim, Xiaojun Liang, Rustem I. Litvinov +3

The rheological properties of fibrin networks have been of long-standing interest. As such there is a wealth of studies of their shear and tensile responses, but their compressive…

q-bio.BM2013★ 16 cited

Microtubule dynamic instability: the role of cracks between protofilaments

Chunlei Li, Jun Li, Holly V. Goodson +1

Microtubules (MTs) are cytoplasmic protein polymers that are essential for fundamental cellular processes including the maintenance of cell shape, organelle transport and formation…