Computational statistics

Isomap

Isomap is a nonlinear dimensionality reduction method. It is one of several widely used low-dimensional embedding methods. Isomap is used for computing a quasi-isometric, low-dimensional embedding of a set of high-dimensional data points. The algorithm provides a simple method for estimating the intrinsic geometry of a data manifold based on a rough estimate of each data point’s neighbors on the manifold. Isomap is highly efficient and generally applicable to a broad range of data sources and dimensionalities. (Wikipedia).

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23 Algebraic system isomorphism

Isomorphic algebraic systems are systems in which there is a mapping from one to the other that is a one-to-one correspondence, with all relations and operations preserved in the correspondence.

From playlist Abstract algebra

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Mathieu Desbrun (7/28/22): Connection-based Dimensionality Reduction

Abstract: A common and oft-observed assumption for high-dimensional datasets is that they sample (possibly with added noise) a low-dimensional manifold embedded in a high-dimensional space. In this situation, Non-linear Dimensional Reduction (NLDR) offers to find a low-dimensional embeddin

From playlist Applied Geometry for Data Sciences 2022

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Group Isomorphisms in Abstract Algebra

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Applied topology 22: Nonlinear dimensionality reduction - Isomap, Part II

Applied topology 22: Nonlinear dimensionality reduction - Isomap, Part II Abstract: We give an intuitive and visual introduction to Isomap, which is a nonlinear dimensionality reduction technique. Please see the webpage https://web.mit.edu/cocosci/isomap/isomap.html for more detailed info

From playlist Applied Topology - Henry Adams - 2021

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Applied topology 21: Nonlinear dimensionality reduction - Isomap, Part I

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From playlist Applied Topology - Henry Adams - 2021

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Bala Krishnamoorthy (10/20/20): Dimension reduction: An overview

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From playlist Tutorials

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Samir Chowdhury (8/17/20): Exploring brain dynamics during ongoing cognition using Mapper

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From playlist ATMCS/AATRN 2020

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Isomorphisms (Abstract Algebra)

An isomorphism is a homomorphism that is also a bijection. If there is an isomorphism between two groups G and H, then they are equivalent and we say they are "isomorphic." The groups may look different from each other, but their group properties will be the same. Be sure to subscribe s

From playlist Abstract Algebra

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From playlist APS Satellite Meeting at ICTS-2022

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Elchanan Solomon (08/25/21): Dimensionality Reduction via Distributed Persistence: DIPOLE

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From playlist AATRN 2021

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From playlist Geometry: Dynamic Interactives!

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From playlist Geometry: Dynamic Interactives!

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From playlist Types of Triangles and Their Properties

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From geometry to topology: inverse theorems for distributed persistence - Paul Bendich

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From playlist Mathematics

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From playlist ORGANIC CHEMISTRY CH1 INTRODUCTION

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From playlist Mathematics

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Using the Isosceles triangle theorem to find the measure of x

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From playlist Triangles

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Floyd–Warshall algorithm | Manifold | Mercer's theorem | Parallel transport | Nonlinear dimensionality reduction | Spectral clustering | Euclidean distance | Dijkstra's algorithm | Distance matrix | Kernel method | Multidimensional scaling | Principal component analysis