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k-means++
- Referenced in 176 articles
[sw21622]
- advantages of careful seeding. The k-means method is a widely used clustering technique that ... very appealing in practice. By augmenting k-means with a very simple, randomized seeding technique...
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IRAM
- Referenced in 203 articles
[sw08795]
- polynomial filters in a k-step Arnoldi method. The author describes and analyses...
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impute
- Referenced in 104 articles
[sw14376]
- input. For example, methods such as hierarchical clustering and K-means clustering are not robust ... effectiveness even with a few missing values. Methods for imputing missing data are needed, therefore ... Singular Value Decomposition (SVD) based method (SVDimpute), weighted K-nearest neighbors (KNNimpute), and row average...
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spatstat
- Referenced in 142 articles
[sw04429]
- windows, pixel images and tessellations. Exploratory methods include K-functions, nearest neighbour distance and empty...
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FODE
- Referenced in 296 articles
[sw08377]
- combining the predictor-corrector approach with the method of lines, the algorithm is designed ... solving FODE with the numerical error $O(k^{min{1+2alpha...
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SANET
- Referenced in 31 articles
[sw14951]
- spatial methods, including nearest neighbor distance methods, K-function methods, cell count methods, clumping methods...
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ARPACK
- Referenced in 842 articles
[sw04218]
- Lanczos process called the Implicitly Restarted Lanczos Method (IRLM). These variants may be viewed ... software is designed to compute a few (k) eigenvalues with user specified features such...
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EFD
- Referenced in 53 articles
[sw04152]
- point P∈E(k), they identify today’s fastest methods to compute the point...
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sparcl
- Referenced in 54 articles
[sw16353]
- clustering and sparse k-means clustering. Implements the sparse clustering methods of Witten and Tibshirani...
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NLEIGS
- Referenced in 34 articles
[sw22547]
- Newton rational Krylov method proposed in [R. Van Beeumen, K. Meerbergen, and W. Michiels, SIAM ... particularly suited for the rational Krylov method. A new approach for the computation of rational...
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LSMR
- Referenced in 76 articles
[sw12940]
- analytically equivalent to the MINRES method applied to the normal equation ... that the quantities ∥A T r k ∥ are monotonically decreasing (where...
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SymNMF
- Referenced in 15 articles
[sw12668]
- superior to those by other methods such as K-means. In this paper, we provide...
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AntClust
- Referenced in 10 articles
[sw01754]
- partition. We compare AntClust to the K-Means method and to the AntClass algorithm...
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TenEig
- Referenced in 25 articles
[sw14671]
- eigenvalues via homotopy methods. We introduce the concept of mode-k generalized eigenvalues and eigenvectors ... solve tensor eigenproblems. With proper implementation, these methods can find all equivalence classes of isolated...
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cclust
- Referenced in 11 articles
[sw11278]
- Methods and Clustering Indexes. Convex Clustering methods, including K-means algorithm, On-line Update algorithm...
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ADE-4
- Referenced in 8 articles
[sw14077]
- several three-way table (k-table) analysis methods. Graphical display techniques include an automatic collection ... providing a very efficient way for automatic k-table graphics and geographical mapping options...
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na12
- Referenced in 29 articles
[sw11490]
- provides a numerically stable, quadratically convergent method for solving the matrix equation ... where the Ai’s are nonnegative k × k matrices such that ... propose a further improvement of the above method, based on a point-wise evaluation/interpolation...
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LSFBTR
- Referenced in 7 articles
[sw13181]
- distributed uniformly in the variable ln(k). Solution method: The transform can be carried...
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PEACH
- Referenced in 4 articles
[sw10227]
- fragment molecular orbital (FMO) method [K. Kitaura et al., Chem. Phys. Lett...
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flexclust
- Referenced in 27 articles
[sw04583]
- k-centroids cluster analysis supporting arbitrary distance measures and centroid computation. Further cluster methods include...