Search Results for author: Sarah McGuire

Found 4 papers, 1 papers with code

NervePool: A Simplicial Pooling Layer

no code implementations10 May 2023 Sarah McGuire, Elizabeth Munch, Matthew Hirn

For deep learning problems on graph-structured data, pooling layers are important for down sampling, reducing computational cost, and to minimize overfitting.

Do Neural Networks Trained with Topological Features Learn Different Internal Representations?

no code implementations14 Nov 2022 Sarah McGuire, Shane Jackson, Tegan Emerson, Henry Kvinge

While this field, sometimes known as topological machine learning (TML), has seen some notable successes, an understanding of how the process of learning from topological features differs from the process of learning from raw data is still limited.

Topological Data Analysis

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