Data Clustering

Jain, A. K. (2010). Data Clustering: 50 Years Beyond K-Means. Pattern Recognition Letters, 31(8), 651-666.

Type

Journal article

Intellectual base

Primary research

Year

2010

DOI

10.1016/j.patrec.2009.09.011

Link

https://doi.org/10.1016/j.patrec.2009.09.011

Cited from

data_science, mathematics

Cited by

2 citations across 2 artifacts.

Each citation links to the sentence it supports in the citing article.

Primes

• Clustering
  • Image, document, and earth sciences: image-patch clustering for segmentation and document-topic clustering for unsupervised topic discovery; clustering of seismic events into fault systems and vegetation types from satellite imagery.

    This sourceSurvey of clustering across image segmentation, document/topic discovery, and other domains; documents the substrate-neutral algorithmic machinery (k-means, hierarchical, density-, graph-based).

• Partition Dependence of Aggregates
  • … associations reaching significance under some geographic units and not others), in price indices (the same prices yielding different inflation rates under different basket weightings), in machine-learning clustering (the same dataset yielding different final clusterings under different initialisations),

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