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add link to video
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baggepinnen committed Sep 23, 2023
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11 changes: 9 additions & 2 deletions docs/src/parameter_estimation.md
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Expand Up @@ -406,8 +406,15 @@ Dict{Nemo.fmpq_mpoly, Bool} with 15 entries:

indicating that we can not hope to resolve all of the parameters. However, using appropriate regularization from prior information, we might still recover a lot of information about the system. Regularization could easily be added to the function `cost` above, e.g., using a penalty like `(p-p_guess)'Γ*(p-p_guess)` for some matrix ``\Gamma``, to indicate our confidence in the initial guess.

## Video
An example of parameter estimation by using an optimizer to optimize the likelihood of an [`UnscentedKalmanFilter`](@ref) is available here
## Videos
Examples of parameter estimation are available here

By using an optimizer to optimize the likelihood of an [`UnscentedKalmanFilter`](@ref):
```@raw html
<iframe style="height: 315px; width: 560px" src="https://www.youtube.com/embed/0RxQwepVsoM" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
```

Estimation of time-varying parameters:
```@raw html
<iframe style="height: 315px; width: 560px" src="https://www.youtube.com/embed/zJcOPPLqv4A?si=XCvpo3WD-4U3PJ2S" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
```

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