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Rand index information


Example clusterings for a dataset with the kMeans (left) and Mean shift (right) algorithms. The calculated Adjusted Rand index for these two clusterings is

The Rand index[1] or Rand measure (named after William M. Rand) in statistics, and in particular in data clustering, is a measure of the similarity between two data clusterings. A form of the Rand index may be defined that is adjusted for the chance grouping of elements, this is the adjusted Rand index. The Rand index is the accuracy of determining if a link belongs within a cluster or not.

  1. ^ W. M. Rand (1971). "Objective criteria for the evaluation of clustering methods". Journal of the American Statistical Association. 66 (336). American Statistical Association: 846–850. doi:10.2307/2284239. JSTOR 2284239.

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Rand index

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The Rand index or Rand measure (named after William M. Rand) in statistics, and in particular in data clustering, is a measure of the similarity between...

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Rand

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Look up rand in Wiktionary, the free dictionary. Rand may refer to: South African rand, the nation's unit of currency Krugerrand, South African gold coin...

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Qualitative variation

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the Rand Index, the Adjusted Rand Index, is AdjustedIndex = Index − ExpectedIndex MaxIndex − ExpectedIndex , {\displaystyle {\text{AdjustedIndex}}={\frac...

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Adjusted mutual information

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adjusted rand index corrects the Rand index. It is closely related to variation of information: when a similar adjustment is made to the VI index, it becomes...

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List of statistics articles

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model Additive smoothing Additive white Gaussian noise Adjusted Rand index – see Rand index (subsection) ADMB – software Admissible decision rule Age adjustment...

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Cluster analysis

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every possible partition will have a purity of at least 99.9%. Rand index The Rand index computes how similar the clusters (returned by the clustering...

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Ayn Rand

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S. January 20], 1905 – March 6, 1982), better known by her pen name Ayn Rand (/aɪn/ INE), was a Russian-born American author and philosopher. She is known...

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Kendall rank correlation coefficient

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concordance and discordance also appear in other areas of statistics, like the Rand index in cluster analysis. Let ( x 1 , y 1 ) , . . . , ( x n , y n ) {\displaystyle...

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Euclidean distance

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Clustering Silhouette Calinski-Harabasz index Davies-Bouldin Dunn index Hopkins statistic Jaccard index Rand index Similarity measure SMC SimHash Ranking...

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Accuracy and precision

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context clear by the semantics, it is often referred to as the "Rand accuracy" or "Rand index". It is a parameter of the test. The formula for quantifying...

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Mutual information

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distributions are identical. The AMI is defined in analogy to the adjusted Rand index of two different partitions of a set. Using the ideas of Kolmogorov complexity...

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Trane Technologies

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company became a constituent of the S&P 500 Index, replacing Pactiv Corporation. On 2 December 2013, Ingersoll Rand completed the spinoff of its security hardware...

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Sally Rand

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Sally Rand (born Helen Gould Beck; April 3, 1904 – August 31, 1979) was an American burlesque dancer, vedette, and actress, famous for her ostrich-feather...

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Coreference

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to evaluate coreference resolution algorithms include the Rand index, the adjusted Rand index, and different mutual information-based methods. A particular...

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Kardex Group

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of companies tracing back to Rand Ledger founded in 1898, which were closely associated with the development of the index card as a common business data...

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Rand McNally

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Rand McNally is an American technology and publishing company that provides mapping, software and hardware for consumer electronics, commercial transportation...

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FirstRand

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FirstRand Limited, also referred to as FirstRand Group is the holding company of FirstRand Bank, and is a financial services provider in South Africa...

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Index card

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Rand, Sr.'s Rand Ledger Company (founded 1898) with its Visible Ledger system, and his son James Rand, Jr.'s American Kardex dominated sales of index...

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Uncertainty coefficient

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variables using density estimation.[citation needed] Mutual information Rand index F-score Binary classification Claude E. Shannon; Warren Weaver (1963)...

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Sperry Corporation

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Sperry Rand). In 1961, Sperry Rand was ranked 34th on the Fortune 500 list of largest companies in the United States. In 1978, Sperry Rand decided to...

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Outline of machine learning

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Rada Mihalcea Rademacher complexity Radial basis function kernel Rand index Random indexing Random projection Random subspace method Ranking SVM RapidMiner...

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Russell 1000 Index

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The Russell 1000 Index is a stock market index that tracks the highest-ranking 1,000 stocks in the Russell 3000 Index, which represent about 93% of the...

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The RAND Journal of Economics

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The RAND Journal of Economics (usually called RAND Journal or simply Rand ) is a quarterly peer-reviewed academic journal of economics published by Wiley-Blackwell...

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ARI

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Aberdeen Royal Infirmary, Scotland Acute respiratory infection Adjusted Rand Index, a clustering metric A common abbreviation for the U.S. state of Arizona...

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Global Disinformation Index

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April 2024. Disinformation index www.rand.org. Accessed 26 April 2024. Alexandra Mousavizadeh is listed as a founder by Rand Corp. About. GDI. Accessed...

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