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13

ANNPR
2008
Springer

124views Neural Networks» more ANNPR 2008»

Patch Relational Neural Gas - Clustering of Huge Dissimilarity Datasets

13 years 6 months ago

Clustering constitutes an ubiquitous problem when dealing with huge data sets for data compression, visualization, or preprocessing. Prototype-based neural methods such as neural g...

Alexander Hasenfuss, Barbara Hammer, Fabrice Rossi

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9

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KI
2007
Springer

164views Artificial Intelligence» more KI 2007»

Relational Neural Gas

13 years 10 months ago

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Abstract. Prototype-based clustering algorithms such as the Self Organizing Map (SOM) or Neural Gas (NG) oﬀer powerful tools for automated data inspection. The distribution of pr...

Barbara Hammer, Alexander Hasenfuss

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13

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ICONIP
2008

170views Information Technology» more ICONIP 2008»

Comparison of Cluster Algorithms for the Analysis of Text Data Using Kolmogorov Complexity

13 years 6 months ago

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In this paper we present a comparison of multiple cluster algorithms and their suitability for clustering text data. The clustering is based on similarities only, employing the Kol...

Tina Geweniger, Frank-Michael Schleif, Alexander H...

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14

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ESANN
2008

131views Neural Networks» more ESANN 2008»

Parallelizing single patch pass clustering

13 years 6 months ago

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Clustering algorithms such as k-means, the self-organizing map (SOM), or Neural Gas (NG) constitute popular tools for automated information analysis. Since data sets are becoming l...

Nikolai Alex, Barbara Hammer

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4

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IJCNN
2000
IEEE

111views Neural Networks» more IJCNN 2000»

Neural-Gas for Function Approximation: A Heuristic for Minimizing the Local Estimation Error

13 years 9 months ago

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M. Winter, Giorgio Metta, Giulio Sandini

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