Publications | November 6, 2018

Topological Approaches to Deep Learning

BY The Sensa Team

Deep neural networks are a powerful and fascinating methodology for solving problems with large and complex data sets. They use directed graphs as a template for very large computations, and have demonstrated a great…


Additional Resources

Model Artificial Intelligence Governance Framework Second Edition

In 2019, the world saw significant advances in the sophistication and pervasive use of artificial intelligence (“AI”). For instance, we witnessed the emergence of next-generation AI-powered natural text generators like…

Topological Scoring of Protein Interaction Networks

It remains a significant challenge to define individual protein associations within networks where an individual protein can directly interact with other proteins and/or be part of large complexes, which contain functional…

Network Tomography for Understanding Phenotypic Presentations in Aortic Stenosis

Aortic stenosis (AS) is the most common valvular lesion, with >1 in 8 individuals aged 75 years and older having moderate or severe AS. The disease starts as focal leaflet thickening with calcification and gradually…