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data-driven

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Package for the data-driven representation of non-linear dynamics over manifolds based on a statistical distribution of local phase portrait features. Includes specific example on dynamical systems, synthetic- and real neural datasets. https://agosztolai.github.io/MARBLE/

  • Updated Nov 4, 2024
  • Python
DataVista

A robust 🐍Python application for data analysis that provides a wide range of tools for 🔃loading, 🧹cleaning, and 🔃preprocessing data. It includes features for 📈statistical analysis, 👨🏿‍🔬hypothesis testing, 🦾machine learning, clustering, ⏳time series forecasting, and 📊data visualization, all designed to enhance your analytical workflow.

  • Updated Nov 2, 2024
  • Python

Extended Dynamic Mode Decomposition for system identification from time series data (with dictionary learning, control and streaming options). Diffusion Maps to extract geometric description from data.

  • Updated Sep 12, 2024
  • Python

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