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Pedro Contreras

The University of Warwick

7 papers hereh-index 92.6k citations35 works total

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

author position
  • first author1
  • middle author1
  • last author5

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.IR3
  • stat.ML3
  • cs.CV1
affiliations
  • The University of Warwick
Homepage

identity via Semantic Scholar / OpenAlex

activity
20092012
most citedMethods of Hierarchical Clustering

101 citations · 144 across the 7 of their papers we have counts for

collaborators
Showing stat.MLShow all

3 papers · 1 filter

stat.ML2011★ 17 cited

Fast, Linear Time, m-Adic Hierarchical Clustering for Search and Retrieval using the Baire Metric, with linkages to Generalized Ultrametrics, Hashing, Formal Concept Analysis, and Precision of Data Measurement

Fionn Murtagh, Pedro Contreras

We describe many vantage points on the Baire metric and its use in clustering data, or its use in preprocessing and structuring data in order to support search and retrieval operat…

stat.ML2011★ 22 cited

Fast, Linear Time Hierarchical Clustering using the Baire Metric

Pedro Contreras, Fionn Murtagh

The Baire metric induces an ultrametric on a dataset and is of linear computational complexity, contrasted with the standard quadratic time agglomerative hierarchical clustering al…

stat.ML2010

Hierarchical Clustering for Finding Symmetries and Other Patterns in Massive, High Dimensional Datasets

Fionn Murtagh, Pedro Contreras

Data analysis and data mining are concerned with unsupervised pattern finding and structure determination in data sets. "Structure" can be understood as symmetry and a range of sym…

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