Peter Bubenik (6/2/20): Topological data analysis for biological images
Title: Topological data analysis for biological images
Abstract: I will introduce topological data analysis and show how it may be combined with machine learning to analyze certain biological images. Using a small collection of high-resolution images of a cell's actin cytoskeleton, we are able to train a classifier to distinguish between groups. The relevant mathematical tools, persistent homology, local homology, and average persistence landscapes, will be introduced. Our approach is fairly general and it should be useful for other classes of images.
Видео Peter Bubenik (6/2/20): Topological data analysis for biological images канала Applied Algebraic Topology Network
Abstract: I will introduce topological data analysis and show how it may be combined with machine learning to analyze certain biological images. Using a small collection of high-resolution images of a cell's actin cytoskeleton, we are able to train a classifier to distinguish between groups. The relevant mathematical tools, persistent homology, local homology, and average persistence landscapes, will be introduced. Our approach is fairly general and it should be useful for other classes of images.
Видео Peter Bubenik (6/2/20): Topological data analysis for biological images канала Applied Algebraic Topology Network
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4 июня 2020 г. 4:44:11
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