pub struct Autocorrelation { /* private fields */ }Expand description
Rolling lag-lag autocorrelation of the last period inputs.
Over the trailing window the Pearson correlation between the series and
itself shifted by lag is computed:
y_i for i = 0..period − 1
ACF(lag) = Σ ( (y_i − ȳ) · (y_{i + lag} − ȳ) ) / Σ ( y_i − ȳ )²+1 means a perfectly repeating pattern at the given lag; −1 means a
perfect alternation. Values near 0 mean the series at t and t − lag carry no linear relationship — a clean white-noise proxy. The
classic application is detecting periodicity (a peak in |ACF(lag)|
flags a cycle of that length) or testing whether returns are
uncorrelated (a key efficient-markets diagnostic).
period must be strictly greater than lag so that at least two
(y, y_lagged) pairs exist. A flat window has zero variance; the
indicator returns 0 rather than dividing by zero.
§Example
use wickra_core::{Autocorrelation, Indicator};
let mut indicator = Autocorrelation::new(20, 1).unwrap();
let mut last = None;
for i in 0..40 {
last = indicator.update(f64::from(i));
}
assert!(last.is_some());Implementations§
Source§impl Autocorrelation
impl Autocorrelation
Trait Implementations§
Source§impl Clone for Autocorrelation
impl Clone for Autocorrelation
Source§fn clone(&self) -> Autocorrelation
fn clone(&self) -> Autocorrelation
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl Debug for Autocorrelation
impl Debug for Autocorrelation
Source§impl Indicator for Autocorrelation
impl Indicator for Autocorrelation
Source§fn update(&mut self, value: f64) -> Option<f64>
fn update(&mut self, value: f64) -> Option<f64>
Feed one new data point into the indicator and return the freshly computed
output, or
None if the indicator is still warming up.Source§fn reset(&mut self)
fn reset(&mut self)
Reset all internal state, leaving the indicator equivalent to a freshly
constructed instance with the same parameters.
Source§fn warmup_period(&self) -> usize
fn warmup_period(&self) -> usize
Number of inputs required before the first non-
None output can be produced.Auto Trait Implementations§
impl Freeze for Autocorrelation
impl RefUnwindSafe for Autocorrelation
impl Send for Autocorrelation
impl Sync for Autocorrelation
impl Unpin for Autocorrelation
impl UnsafeUnpin for Autocorrelation
impl UnwindSafe for Autocorrelation
Blanket Implementations§
Source§impl<T> BatchExt for Twhere
T: Indicator,
impl<T> BatchExt for Twhere
T: Indicator,
Source§fn batch(&mut self, inputs: &[Self::Input]) -> Vec<Option<Self::Output>>
fn batch(&mut self, inputs: &[Self::Input]) -> Vec<Option<Self::Output>>
Run the indicator over a slice of inputs in order, returning one output (or
None during warmup) per input.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
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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