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Hierarchical clustering is a popular method for analyzing data which associates a tree to a dataset.
Mode analysis: A generalization of nearest neighbor which reduces chaining effects
David Wishart · 1969
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Clustering Algorithms
John A. Hartigan · 1975
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Consistency of Single Linkage for High-Density Clusters
J. A. Hartigan · 1981
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Algorithms for clustering data , volume 6
Anil K Jain and Richard C Dubes · 1988
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A course in metric geometry , volume 33
Dmitri Burago, Yuri Burago, and Sergei Ivanov · 2001
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Computing contour trees in all dimensions
Hamish Carr, Jack Snoeyink, and Ulrike Axen · 2003
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An impossibility theorem for clustering
Jon Kleinberg · 2003
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Measures of Clustering Quality: A Working Set of Axioms for Clustering , page 121–128
Shai Ben-David and Margareta Ackerman · 2009
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A Generalized Single Linkage Method for Estimating the Cluster Tree of a Density
Werner Stuetzle and Rebecca Nugent · 2009
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A uniqueness theorem for clustering , page 639–646
Reza Bosagh Zadeh and Shai Ben-David · 2009
Cited alongside, same era.
Characterization of Linkage-based Clustering , page 270–281
Margareta Ackerman, Shai Ben-David, and David Loker · 2010
Cited alongside, same era.
Characterization, stability and convergence of hierarchical clustering methods
Gunnar Carlsson and Facundo Mémoli · 2010
Cited alongside, same era.
Rates of convergence for the cluster tree
Kamalika Chaudhuri and Sanjoy Dasgupta · 2010
Cited alongside, same era.
Pruning nearest neighbor cluster trees
Samory Kpotufe and Ulrike V. Luxburg · 2011
Later among the works it cites.
Cluster Trees on Manifolds
Sivaraman Balakrishnan, Srivatsan Narayanan, Alessandro Rinaldo, Aarti Singh, and Larry Wasserman · 2013
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Persistence-based clustering in riemannian manifolds
Frédéric Chazal, Leonidas J. Guibas, Steve Y. Oudot, and Primoz Skraba · 2013
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Topological analysis of scalar fields with outliers
Mickaël Buchet, Frédéric Chazal, Tamal K. Dey, Fengtao Fan, Steve Y. Oudot, and Yusu Wang · 2014
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Consistent procedures for cluster tree estimation and pruning
Kamalika Chaudhuri, Sanjoy Dasgupta, Samory Kpotufe, and Ulrike von Luxburg · 2014
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The js-graphs of join and split trees
Suyi Wang, Yusu Wang, and Rephael Wenger · 2014
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Approximating cycles in a shortest basis of the first homology group from point data
T. K. Dey, J. Sun, and Y. Wang · 2011
Cited alongside, same era.
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