pub struct PersistentHomology {
pub pairs: Vec<BirthDeathPair>,
}Expand description
Persistent homology computation for filtrations.
Computes birth-death pairs (persistence diagram) for 0-dim and 1-dim topological features (connected components and loops).
Fields§
§pairs: Vec<BirthDeathPair>Computed birth-death pairs
Implementations§
Source§impl PersistentHomology
impl PersistentHomology
Sourcepub fn compute_0d(points: &[[f64; 3]]) -> Self
pub fn compute_0d(points: &[[f64; 3]]) -> Self
Computes 0-dimensional persistent homology from a point cloud.
Uses union-find (single-linkage clustering) to track connected components. Each merge event creates a birth-death pair.
§Arguments
points- Point cloud as [x,y,z] arrayfiltration_values- Per-edge filtration values (distances)
Sourcepub fn diagram(&self) -> &[BirthDeathPair]
pub fn diagram(&self) -> &[BirthDeathPair]
Returns all pairs in the persistence diagram.
Sourcepub fn significant_features(&self, threshold: f64) -> usize
pub fn significant_features(&self, threshold: f64) -> usize
Returns the number of features with persistence > threshold.
§Arguments
threshold- Minimum persistence to count as a feature
Sourcepub fn bottleneck_distance(&self, other: &Self) -> f64
pub fn bottleneck_distance(&self, other: &Self) -> f64
Computes the bottleneck distance between two persistence diagrams.
d_B = inf_γ sup_{x ∈ D1} ||x - γ(x)||_∞
Uses a greedy approximation.
§Arguments
other- Other persistence diagram
Trait Implementations§
Source§impl Clone for PersistentHomology
impl Clone for PersistentHomology
Source§fn clone(&self) -> PersistentHomology
fn clone(&self) -> PersistentHomology
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 PersistentHomology
impl Debug for PersistentHomology
Auto Trait Implementations§
impl Freeze for PersistentHomology
impl RefUnwindSafe for PersistentHomology
impl Send for PersistentHomology
impl Sync for PersistentHomology
impl Unpin for PersistentHomology
impl UnsafeUnpin for PersistentHomology
impl UnwindSafe for PersistentHomology
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