pub struct MedianAbsoluteDeviation { /* private fields */ }Expand description
Median Absolute Deviation of the last period values.
med = median(window)
MAD = median( |x_i − med| for x_i in window )MAD is the median analogue of the standard deviation: it is a robust
dispersion measure that ignores extreme outliers (a single huge spike
barely moves the result) and is widely used as a sturdier alternative
to StdDev for risk reporting on heavy-tailed return distributions.
Multiplying MAD by 1.4826 produces a consistent estimator of the
underlying Gaussian standard deviation (the “robust σ”); Wickra returns
the raw MAD so the caller chooses whether to scale.
Each update is O(period log period): the window is kept as a deque
and copied into a small scratch buffer that is sorted twice (once to
pick the median, once to pick the median of absolute deviations). The
rolling structure makes the constant factor low; for the typical
period range (10–100) this is dwarfed by the streaming overhead.
§Example
use wickra_core::{Indicator, MedianAbsoluteDeviation};
let mut indicator = MedianAbsoluteDeviation::new(20).unwrap();
let mut last = None;
for i in 0..40 {
last = indicator.update(100.0 + f64::from(i));
}
assert!(last.is_some());Implementations§
Trait Implementations§
Source§impl Clone for MedianAbsoluteDeviation
impl Clone for MedianAbsoluteDeviation
Source§impl Debug for MedianAbsoluteDeviation
impl Debug for MedianAbsoluteDeviation
Source§impl Indicator for MedianAbsoluteDeviation
impl Indicator for MedianAbsoluteDeviation
Source§fn update(&mut self, value: f64) -> Option<f64>
fn update(&mut self, value: f64) -> Option<f64>
None if there is no value for this input. Read moreSource§fn reset(&mut self)
fn reset(&mut self)
Source§fn warmup_period(&self) -> usize
fn warmup_period(&self) -> usize
None output can be produced.Source§fn is_ready(&self) -> bool
fn is_ready(&self) -> bool
Source§fn name(&self) -> &'static str
fn name(&self) -> &'static str
Source§fn batch_nan_into(&mut self, inputs: &[Self::Input], out: &mut [f64])
fn batch_nan_into(&mut self, inputs: &[Self::Input], out: &mut [f64])
Source§fn batch_fast_into(&mut self, inputs: &[Self::Input], out: &mut [f64])
fn batch_fast_into(&mut self, inputs: &[Self::Input], out: &mut [f64])
batch_nan_into, but
an indicator with a vectorised kernel may reassociate its arithmetic to
run it in SIMD lanes. Each value then agrees with the exact batch to within
the tolerance the indicator documents (a few units in the last place), not
bit for bit; warmup positions, NaN placement and the output length are
identical. The kernels are deterministic: the same input produces the same
bits on every platform, with or without SIMD hardware. Read moreAuto Trait Implementations§
impl Freeze for MedianAbsoluteDeviation
impl RefUnwindSafe for MedianAbsoluteDeviation
impl Send for MedianAbsoluteDeviation
impl Sync for MedianAbsoluteDeviation
impl Unpin for MedianAbsoluteDeviation
impl UnsafeUnpin for MedianAbsoluteDeviation
impl UnwindSafe for MedianAbsoluteDeviation
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>>
None during warmup) per input.Source§impl<T> BatchNanExt for T
impl<T> BatchNanExt for T
Source§fn batch_nan(&mut self, inputs: &[f64]) -> Vec<f64>
fn batch_nan(&mut self, inputs: &[f64]) -> Vec<f64>
f64 per input, warmup positions filled with NaN, bit-for-bit equal
to replaying update.Source§fn batch_fast(&mut self, inputs: &[f64]) -> Vec<f64>
fn batch_fast(&mut self, inputs: &[f64]) -> Vec<f64>
Indicator::batch_fast_into) into a fresh
vector: within the indicator’s documented tolerance of
batch_nan, deterministic across platforms.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
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> ⓘ
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> ⓘ
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