From 2039786272e2d2aaf9398ce4e3af93f9b891f4a0 Mon Sep 17 00:00:00 2001 From: Caleb Geniesse Date: Thu, 9 Dec 2021 19:36:46 -0500 Subject: [PATCH] update index.md --- docs/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/index.md b/docs/index.md index dc68cc7..fc3676e 100644 --- a/docs/index.md +++ b/docs/index.md @@ -3,7 +3,7 @@ [NeuMapper](https://braindynamicslab.github.io/neumapper/) is a Matlab implementation of a scalable Mapper algorithm designed specifically for neuroimaging data analysis. -

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Developed with neuroimaging data analysis in mind, NeuMapper implements a novel landmark-based intrinsic binning strategy that eliminates the need for dimensionality reduction. Rather than projecting the high-dimensional data to a low-dimensional embedding, NeuMapper stays in high-dimensional space and performs the binning directly on a reciprocal kNN graph. By using geodesic distances, NeuMapper is able to better captures the high-dimensional, non-linear structure underlying the dynamical landscape of brain activity.