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Tom Needham

17 papers hereh-index 15550 citations38 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author2
  • first author2
  • middle author8
  • last author5

Across the 17 of 17 papers where every author was matched, so the position is known.

fields
  • cs.CG4
  • math.AT4
  • math.DG4
  • cs.LG2
  • math.MG2
  • stat.ME1
same name
  • Tom Needham — 8 papers, h 2
  • Tom Needham — 7 papers, h 2
  • Tom Needham — 4 papers, h 1
  • Tom Needham — 3 papers, h 1
  • Tom Needham — 2 papers, h 2
  • Tom Needham — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20172023
most citedFlexible and Probabilistic Topology Tracking with Partial Optimal Transport

6 citations · 15 across the 9 of their papers we have counts for

collaborators
Showing 2023Show all

4 papers · 1 filter

cs.CG2023

Comparing Morse Complexes Using Optimal Transport: An Experimental Study

Mingzhe Li, Carson Storm, Austin Yang Li +2

Morse complexes and Morse-Smale complexes are topological descriptors popular in topology-based visualization. Comparing these complexes plays an important role in their applicatio…

math.AT2023★ 1 cited

Topologically Attributed Graphs for Shape Discrimination

Justin Curry, Washington Mio, Tom Needham +2

In this paper we introduce a novel family of attributed graphs for the purpose of shape discrimination. Our graphs typically arise from variations on the Mapper graph construction,…

math.AT2023

Convergence of Leray Cosheaves for Decorated Mapper Graphs

Justin Curry, Washington Mio, Tom Needham +2

We introduce decorated mapper graphs as a generalization of mapper graphs capable of capturing more topological information of a data set. A decorated mapper graph can be viewed as…

cs.CG2023★ 6 cited

Flexible and Probabilistic Topology Tracking with Partial Optimal Transport

Mingzhe Li, Xinyuan Yan, Lin Yan +2

In this paper, we present a flexible and probabilistic framework for tracking topological features in time-varying scalar fields using merge trees and partial optimal transport. Me…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.