A Combinatorial and Topological Framework for Deriving Dynamics from Data

Abstract

G1 Develop an algorithmic framework based on combinatorial models and approximations to merge delay reconstruction, regression analysis, and outer approximation for the extraction of dynamics from data. G2 Utilize combinatorial models and combinatorial approximations on queried data sets (sets for which we may control sampling of predictors) for the purposes of dimension reduction for high-dimensional systems and the study of implicitly-known systems.

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Document Details

Document Type
Technical Report
Publication Date
Apr 18, 2023
Accession Number
AD1222866

Entities

People

  • Sarah Day

Organizations

  • College of William & Mary

Tags

Fields of Study

  • Computer science

Readers

  • Computer Vision.
  • Mathematical Modeling and Probability Theory.
  • Regression Analysis.