pub struct StreamingFraimanMuniz { /* private fields */ }Expand description
Streaming Fraiman-Muniz depth estimator.
Uses binary search on sorted columns to compute the empirical CDF at each time point: Fn(x) = #{ref ≤ x} / N.
Per-query complexity: O(T × log N) instead of O(T × N).
Implementations§
Source§impl StreamingFraimanMuniz
impl StreamingFraimanMuniz
pub fn new(state: SortedReferenceState, scale: bool) -> Self
Trait Implementations§
Source§impl StreamingDepth for StreamingFraimanMuniz
impl StreamingDepth for StreamingFraimanMuniz
Source§fn depth_one(&self, curve: &[f64]) -> f64
fn depth_one(&self, curve: &[f64]) -> f64
Depth of a single curve given as a contiguous
&[f64] of length n_points.Source§fn depth_batch(&self, data_obj: &FdMatrix) -> Vec<f64>
fn depth_batch(&self, data_obj: &FdMatrix) -> Vec<f64>
Batch depth for a matrix of query curves (
nobj × n_points).Source§fn n_reference(&self) -> usize
fn n_reference(&self) -> usize
Number of reference observations backing this estimator.
Auto Trait Implementations§
impl Freeze for StreamingFraimanMuniz
impl RefUnwindSafe for StreamingFraimanMuniz
impl Send for StreamingFraimanMuniz
impl Sync for StreamingFraimanMuniz
impl Unpin for StreamingFraimanMuniz
impl UnsafeUnpin for StreamingFraimanMuniz
impl UnwindSafe for StreamingFraimanMuniz
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
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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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>
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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>
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impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
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Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
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fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.