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OrnsteinUhlenbeckProcess

Struct OrnsteinUhlenbeckProcess 

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pub struct OrnsteinUhlenbeckProcess {
    pub theta: f64,
    pub mean: f64,
    pub sigma: f64,
}
Expand description

Ornstein-Uhlenbeck process simulator.

Models mean-reverting dynamics: dX = θ(μ - X) dt + σ dW. Useful for interest rate models (Vasicek) and volatility models.

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§theta: f64

Mean reversion speed θ > 0.

§mean: f64

Long-run mean μ.

§sigma: f64

Volatility σ ≥ 0.

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impl OrnsteinUhlenbeckProcess

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pub fn new(theta: f64, mean: f64, sigma: f64) -> Self

Create an OU process with given parameters.

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pub fn simulate( &self, x0: f64, t_end: f64, n_steps: u32, seed: u64, ) -> Vec<(f64, f64)>

Simulate a path starting at x0 over [0, t_end] with n_steps steps.

Returns (time, X_t) pairs using exact conditional update.

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pub fn stationary_variance(&self) -> f64

Long-run variance: σ² / (2θ).

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pub fn stationary_std(&self) -> f64

Long-run standard deviation: σ / √(2θ).

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impl Clone for OrnsteinUhlenbeckProcess

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fn clone(&self) -> OrnsteinUhlenbeckProcess

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for OrnsteinUhlenbeckProcess

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.