Lifetime Clustering (LTC)
Efficient and robust topology-based clustering.
Example
This is a minimal example. See installation for how to install.
Python
from ltcpy import LifetimeClustering
data = ... # data
eps = ... # fixed-radius
ltc = LifetimeClustering(eps) # initialize
ltc.fit(data) # cluster
labels = ltc.labels_ # get labels
Rust
To use directly in Rust, add it with cargo add ltc-rs as a dependency to your Cargo.toml.
let x: Vec<Vec<f32>> = ...; // data
let eps: f32 = ...; // fixed-radius
let (labels, lifetime) = ltc_rs::fit(&x,eps); // cluster
Installation
Installing with with pip from PyPI with
pip install ltcpy
Alternatively, build from source with Rust and Maturin. To build and install the ltcpy package locally, run:
maturin develop -m ltc-py/Cargo.toml --release
Layout
| Path | Content |
|---|---|
./assets |
Example data |
./ltc-py |
Python bindings |
./ltc-rs |
Rust implementation |
./scripts |
Notebook with examples, Python implementation |
Reference
@article{ltc,
author = {Zollner, Johann M. and Teuscher, Balthasar and Mansour, Wejdene and Werner, Martin},
title = {Efficient and Robust Topology-Based Clustering},
}
Funding
This work was supported by the German Federal Ministry of Research, Technology and Space under grant number 16DKWN134.
License
The project is licensed under the Apache-2.0 license or opensource.org/licenses/Apache-2.0.
1 maintainer
Metadata
1 maintainer
Release files for ltcpy 1.0.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 19.9 MB
Release files / ltcpy-1.0.2-cp314-cp314-win_amd64.whl
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Release files / ltcpy-1.0.2-cp314-cp314-win32.whl
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Release files / ltcpy-1.0.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / ltcpy-1.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / ltcpy-1.0.2-cp39-cp39-macosx_11_0_arm64.whl
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Security for ltcpy 1.0.2
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