Topological data analysis of C. elegans locomotion and behavior

1 code implementation • 18 Feb 2021 • Ashleigh Thomas, Kathleen Bates, Alex Elchesen, Iryna Hartsock, Hang Lu, Peter Bubenik

We apply topological data analysis to the behavior of C. elegans, a widely-studied model organism in biology.

Time Series Analysis Topological Data Analysis Algebraic Topology Quantitative Methods 55N31 (Primary), 62R40 (Secondary)

Automated Annotation of Cell Identities in Dense Cellular Images

1 code implementation • 11 Mar 2020 • Shivesh Chaudhary, Sol Ah Lee, Yueyi Li, Dhaval S. Patel, Hang Lu

Assigning cell identities in dense image stacks is critical for many applications, for comparing data across animals and experiment conditions, and investigating properties of specific cells.

Tetris: Re-architecting Convolutional Neural Network Computation for Machine Learning Accelerators

no code implementations • 14 Nov 2018 • Hang Lu, Xin Wei, Ning Lin, Guihai Yan, and Xiaowei Li

Inference efficiency is the predominant consideration in designing deep learning accelerators.

BIG-bench Machine Learning