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Cointegration

Struct Cointegration 

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pub struct Cointegration { /* private fields */ }
Expand description

Rolling cointegration test for a pair of assets (Engle–Granger two-step).

Each update receives one (a, b) pair (price levels, or log-levels if you prefer). Over the trailing window of period pairs the indicator:

  1. fits the hedge ratio β (and intercept α) by ordinary least squares of a on b, and forms the spread eₜ = aₜ − (α + β·bₜ);
  2. runs an augmented Dickey–Fuller test (no constant, no trend, with adf_lags lagged differences) on the spread series and reports its t-statistic.

A strongly negative ADF statistic means the spread reverts to its mean — the pair is cointegrated and the spread is tradeable. A statistic near zero means the spread wanders like a random walk (no cointegration). This is the classic pairs-trading screen: β tells you the hedge size, the spread is what you trade, and the ADF statistic tells you whether it is worth trading.

Each update is O(period + adf_lags³): the hedge ratio is maintained from running sums, while the spread series and the small ADF regression are recomputed over the window — both bounded by the fixed parameters, not the series length.

§Example

use wickra_core::{Cointegration, Indicator};

let mut c = Cointegration::new(30, 1).unwrap();
let mut last = None;
for t in 0..60 {
    let b = 100.0 + f64::from(t);
    // `a` tracks 2·b with a small mean-reverting wobble ⇒ cointegrated.
    let a = 2.0 * b + 5.0 + 0.5 * (f64::from(t) * 0.7).sin();
    last = c.update((a, b));
}
let out = last.unwrap();
assert!((out.hedge_ratio - 2.0).abs() < 0.1);
assert!(out.adf_stat < 0.0); // mean-reverting spread

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impl Cointegration

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pub fn new(period: usize, adf_lags: usize) -> Result<Self>

Construct a new rolling cointegration test.

period is the look-back window; adf_lags is the number of lagged differences in the augmented Dickey–Fuller regression (0 is the plain Dickey–Fuller test).

§Errors

Returns Error::InvalidPeriod if period < 2·adf_lags + 4, which is the smallest window that leaves the ADF regression at least one degree of freedom.

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pub const fn period(&self) -> usize

Look-back window length.

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pub const fn adf_lags(&self) -> usize

Number of lagged differences in the ADF regression.

Trait Implementations§

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impl Clone for Cointegration

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fn clone(&self) -> Cointegration

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 Debug for Cointegration

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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 Indicator for Cointegration

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type Input = (f64, f64)

(a, b) price pair.

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type Output = CointegrationOutput

Type of one output value.
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fn update(&mut self, input: (f64, f64)) -> Option<CointegrationOutput>

Feed one new data point into the indicator and return the freshly computed output, or None if the indicator is still warming up.
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fn reset(&mut self)

Reset all internal state, leaving the indicator equivalent to a freshly constructed instance with the same parameters.
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fn warmup_period(&self) -> usize

Number of inputs required before the first non-None output can be produced.
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fn is_ready(&self) -> bool

Whether the indicator has emitted at least one value since the last reset.
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fn name(&self) -> &'static str

Stable, human-readable indicator name. Used by chaining and diagnostics.

Auto Trait Implementations§

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> BatchExt for T
where T: Indicator,

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fn batch(&mut self, inputs: &[Self::Input]) -> Vec<Option<Self::Output>>
where Self::Input: Clone,

Run the indicator over a slice of inputs in order, returning one output (or None during warmup) per input.
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fn batch_parallel<F>( inputs_per_asset: &[Vec<Self::Input>], make: F, ) -> Vec<Vec<Option<Self::Output>>>
where Self: Sized + Send, Self::Input: Sync + Clone, Self::Output: Send, F: Fn() -> Self + Sync + Send,

Available on crate feature parallel only.
Run an independent copy of the indicator over each input series in parallel. 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> 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

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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> 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.