Statistical topological data analysis using persistence landscapes

BubenikPeter

2015 · Journal of Machine Learning Research · 355 citations

We define a new topological summary for data that we call the persistence landscape. Since this summary lies in a vector space, it is easy to combine with tools from statistics and machine learning...

Read the paper →

Explore this paper's citation graph on Constellation.

Constellation — Explore research as a citation graph

Constellation maps the world's scientific literature as an interactive graph. Search any research topic or paste a paper's DOI or arXiv link, and see how works connect through citations and shared references. Discover the sub-fields of an area, tell foundational work from the frontier, follow citation trails, and generate a synthesis of the landscape — across every discipline, powered by OpenAlex.

This application requires JavaScript to run.