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VietorisRips

Struct VietorisRips 

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pub struct VietorisRips {
    pub points: Vec<[f64; 2]>,
    pub epsilon: f64,
}
Expand description

Vietoris–Rips complex construction from a 2-D point cloud.

The complex includes all simplices (vertices, edges, triangles) whose maximum pairwise distance is at most epsilon.

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§points: Vec<[f64; 2]>

The 2-D point cloud.

§epsilon: f64

Maximum edge length (epsilon radius).

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impl VietorisRips

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pub fn new(points: Vec<[f64; 2]>, epsilon: f64) -> Self

Create a new VietorisRips complex from a point cloud with radius epsilon.

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pub fn edges(&self) -> Vec<(usize, usize, f64)>

All edges (pairs) within epsilon distance.

Returns a list of (i, j, distance) tuples.

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pub fn triangles(&self) -> Vec<(usize, usize, usize)>

All triangles (triples) where every pair is within epsilon.

Returns a list of (i, j, k) index triples.

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pub fn n_vertices(&self) -> usize

Number of vertices (all points are 0-simplices).

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pub fn n_edges(&self) -> usize

Number of edges within epsilon.

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pub fn n_triangles(&self) -> usize

Number of triangles (2-simplices) within epsilon.

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pub fn euler_characteristic(&self) -> i64

Euler characteristic χ = V − E + F.

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pub fn betti_numbers(&self) -> BettiNumbers

Betti numbers via the Euler formula and a union-find for β₀.

β₀ is the number of connected components. β₁ is estimated as β₁ = E − V + β₀ (first Betti number from spanning tree). β₂ is estimated from the Euler characteristic.

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pub fn persistent_h0(&self) -> Vec<PersistentInterval>

Compute the 0-dimensional persistent homology (H₀) via Kruskal.

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impl Clone for VietorisRips

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fn clone(&self) -> VietorisRips

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 VietorisRips

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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<T> Any for T
where T: 'static + ?Sized,

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fn borrow(&self) -> &T

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fn borrow_mut(&mut self) -> &mut T

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impl<T> CloneToUninit for T
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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

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impl<T, U> Into<U> for T
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fn into(self) -> U

Calls U::from(self).

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type Output = T

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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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type Owned = T

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type Error = Infallible

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Performs the conversion.
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type Error = <U as TryFrom<T>>::Error

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