Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!

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Julien Brenneck - Sparse Days 2020

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Inferring biological networks by sparse identification of nonlinear dynamics

(27:13)

Sparse Nonlinear Models for Fluid Dynamics with Machine Learning and Optimization

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Identifying nonlinear dynamics with high confidence from sparse data

(28:35)

System Identification: Sparse Nonlinear Models with Control

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Sparse Nonlinear Dynamics Models with SINDy, Part 5: The Optimization Algorithms

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Sparse Identification of Nonlinear Dynamics (SINDy)

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Sparse Identification of Nonlinear Dynamics for Model Predictive Control

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Sparse Nonlinear Dynamics Models with SINDy, Part 4: The Library of Candidate Nonlinearities

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Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data \u0026 Disambiguating Models

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SINDy-PI: A robust algorithm for parallel implicit sparse identification of nonlinear dynamics

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Sparse Nonlinear Dynamics Models with SINDy, Part 3: Effective Coordinates for Parsimonious Models

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Structure-preserving Sparse Identification of Nonlinear Dynamics for Data-driven Modeling

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SINDy-PI: A Robust Algorithym for Parallel Implicit Sparse Identification of Nonlinear Dynamics

(14:31)

ADDRESSING OVERFITTING ISSUES IN THE SPARSE IDENTIFICATION OF NONLINEAR DYNAMICAL SYSTEMS

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Yash Sharma: Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding

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Fast Nonlinear Least Squares Optimization of Large Scale Semi Sparse Problems

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