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SampleEntropy

Struct SampleEntropy 

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

Sample Entropy (SampEn) — Richman & Moorman’s measure of how regular (i.e. predictable) a series is: the negative log conditional probability that two sub-sequences similar for m points stay similar at the next point.

tol = r_factor · stddev(window)
B   = # template pairs of length m   within tol   (i < j)
A   = # template pairs of length m+1 within tol   (i < j)
`SampEn` = − ln(A / B)

Low SampEn means the window is regular — patterns of length m reliably extend to length m + 1, the fingerprint of a trending or cyclic market. High SampEn means the series is irregular — knowing the last m points tells you little about the next, the fingerprint of noise. Unlike the older approximate entropy (ApEn), SampEn excludes self-matches, so it is far less biased on short windows.

The tolerance is r_factor times the window’s standard deviation, so the measure self-scales. A perfectly flat window (stddev == 0) is maximally regular and returns 0. If no length-m pairs match, the entropy is undefined and 0 is returned; if length-m pairs match but none extend, the estimator falls back to treating the unseen count as one (−ln(1/B) = ln(B)). The first value lands after period inputs; each update is O(period²).

§Example

use wickra_core::{Indicator, SampleEntropy};

let mut indicator = SampleEntropy::new(50, 2, 0.2).unwrap();
let mut last = None;
for i in 0..80 {
    last = indicator.update((f64::from(i) * 0.3).sin() * 5.0);
}
assert!(last.is_some());

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impl SampleEntropy

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pub fn new(period: usize, m: usize, r_factor: f64) -> Result<Self>

Construct a Sample Entropy over period values with embedding dimension m and tolerance factor r_factor.

§Errors

Returns Error::PeriodZero if period or m is 0, Error::InvalidPeriod if period < m + 2 (no length-m+1 template pairs otherwise), and Error::InvalidParameter if r_factor is not finite and positive.

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pub const fn params(&self) -> (usize, usize, f64)

Configured (period, m, r_factor).

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pub const fn value(&self) -> Option<f64>

Current value if available.

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impl Clone for SampleEntropy

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fn clone(&self) -> SampleEntropy

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 SampleEntropy

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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 SampleEntropy

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type Input = f64

Type of one input data point (typically f64 for a price, or Candle / Tick).
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type Output = f64

Type of one output value.
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fn update(&mut self, input: 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.
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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.

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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> BatchNanExt for T
where T: Indicator<Input = f64, Output = f64>,

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fn batch_nan(&mut self, inputs: &[f64]) -> Vec<f64>

One f64 per input, warmup positions filled with NaN.
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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
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fn borrow_mut(&mut self) -> &mut T

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

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where F: FnOnce(&Self) -> bool,

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const ALIGN: usize

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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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type Owned = T

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