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HawkesProcess

Struct HawkesProcess 

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pub struct HawkesProcess<K: Kernel> {
    pub mu: f64,
    pub kernel: K,
    /* private fields */
}
Expand description

Hawkes process with arbitrary kernel.

Simulated via Ogata’s thinning algorithm. For exponential kernels, intensity is maintained O(1) via the recursion I(t+dt) = mu + (I(t) - mu) * exp(-beta*dt) + alpha * new_jumps. For non-exponential kernels, intensity is computed by summing over all historical jumps (O(n)).

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§mu: f64§kernel: K

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impl<K: Kernel> HawkesProcess<K>

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pub fn new(mu: f64, kernel: K) -> Self

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pub fn value(&self) -> f64

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impl<K: Kernel + 'static> HawkesProcess<K>

Simulate the Hawkes process and return the intensity path on a grid.

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pub fn simulate_intensity(&self, total_time: f64, n_steps: usize) -> Vec<f64>

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impl<K: Clone + Kernel> Clone for HawkesProcess<K>

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fn clone(&self) -> HawkesProcess<K>

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<K: Kernel + 'static> Simulatable for HawkesProcess<K>

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type Output = f64

The type emitted at each step (e.g. f64 for GBM, BookSnapshot for L3).
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fn dim(&self) -> usize

Dimensionality of the Brownian driver. Used by the runner to pre-generate the correct number of random normals per step. GBM is 1, Heston is 2, etc.
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fn step(&mut self, dt: f64, _dw: &[f64], rng: &mut impl Rng) -> f64

Advance the model by one step of size dt. Read more
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fn current(&self) -> f64

The current state snapshot. Called once before simulation starts.
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impl<K: Kernel + 'static> StochasticProcess for HawkesProcess<K>

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type State = f64

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type Diffusion = f64

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type BrownianIncrement = f64

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fn drift(&self, x: &f64, _t: f64) -> f64

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fn diffusion(&self, _x: &f64, _t: f64) -> f64

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fn jump_intensity(&self, _x: &f64, _t: f64) -> f64

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fn jump_size<R: Rng + ?Sized>(&self, _x: &f64, t: f64, _rng: &mut R) -> f64

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fn expected_value(&self, x0: &f64, _t: f64) -> f64

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fn variance(&self, _x0: &f64, _t: f64) -> f64

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fn step<R: Rng + ?Sized>( &self, x: &f64, _t: f64, dt: f64, _dw: &f64, rng: &mut R, ) -> f64

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fn generate_increment<R: Rng + ?Sized>(&self, _rng: &mut R, _dt: f64) -> f64

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fn simulate<R: Rng + ?Sized>( &self, x0: f64, t0: f64, t_end: f64, dt: f64, rng: &mut R, ) -> Vec<(f64, f64)>

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fn simulate_paths( &self, x0: Self::State, t0: f64, t_end: f64, dt: f64, num_paths: usize, ) -> Vec<Vec<(f64, Self::State)>>
where Self: Sync, Self::State: Send + Sync + Clone,

Auto Trait Implementations§

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impl<K> Freeze for HawkesProcess<K>
where K: Freeze,

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impl<K> RefUnwindSafe for HawkesProcess<K>
where K: RefUnwindSafe,

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impl<K> Send for HawkesProcess<K>

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impl<K> Sync for HawkesProcess<K>

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impl<K> Unpin for HawkesProcess<K>
where K: Unpin,

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impl<K> UnsafeUnpin for HawkesProcess<K>
where K: UnsafeUnpin,

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impl<K> UnwindSafe for HawkesProcess<K>
where K: UnwindSafe,

Blanket Implementations§

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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<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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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> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

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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.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V