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.
Fields§
§theta: f64Mean reversion speed θ > 0.
mean: f64Long-run mean μ.
sigma: f64Volatility σ ≥ 0.
Implementations§
Source§impl OrnsteinUhlenbeckProcess
impl OrnsteinUhlenbeckProcess
Sourcepub fn new(theta: f64, mean: f64, sigma: f64) -> Self
pub fn new(theta: f64, mean: f64, sigma: f64) -> Self
Create an OU process with given parameters.
Sourcepub fn simulate(
&self,
x0: f64,
t_end: f64,
n_steps: u32,
seed: u64,
) -> Vec<(f64, f64)>
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.
Sourcepub fn stationary_variance(&self) -> f64
pub fn stationary_variance(&self) -> f64
Long-run variance: σ² / (2θ).
Sourcepub fn stationary_std(&self) -> f64
pub fn stationary_std(&self) -> f64
Long-run standard deviation: σ / √(2θ).
Trait Implementations§
Source§impl Clone for OrnsteinUhlenbeckProcess
impl Clone for OrnsteinUhlenbeckProcess
Source§fn clone(&self) -> OrnsteinUhlenbeckProcess
fn clone(&self) -> OrnsteinUhlenbeckProcess
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl Freeze for OrnsteinUhlenbeckProcess
impl RefUnwindSafe for OrnsteinUhlenbeckProcess
impl Send for OrnsteinUhlenbeckProcess
impl Sync for OrnsteinUhlenbeckProcess
impl Unpin for OrnsteinUhlenbeckProcess
impl UnsafeUnpin for OrnsteinUhlenbeckProcess
impl UnwindSafe for OrnsteinUhlenbeckProcess
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more