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Transitivity Clustering

Clustering biological data by unraveling hidden transitive substructures

Language EnglishEnglish
Book Paperback
Book Transitivity Clustering Tobias Wittkop
Libristo code: 07148818
Clustering is a computational technique for the assignment of objects into groups of similar element... Full description
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Clustering is a computational technique for the assignment of objects into groups of similar elements. Generally, it is widely used for business data interpretation, natural language analyses, and image processing. Typical bioinformatic applications are the detection of homologous proteins and the identification of co-expressed genes. Here, we introduce Transitivity Clustering and its accompanying software framework TransClust, a homogeneous data partitioning method based on Weighted Transitive Graph Projection. It aims for unraveling hidden transitive substructures in a given similarity graph deduced from a pairwise similarity measure. Transitivity Clustering is an efficient technique that is capable of processing hundreds of thousands of data points while still being robust against outliers and noise. A single, intuitive density parameter determines the number and the size of the clusters; with provable attributes. In addition, we present extensions of the underlying graph model in order to create hierarchies and overlaps, as well as comparisons against alternative clustering approaches and real-world application cases.

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About the book

Full name Transitivity Clustering
Language English
Binding Book - Paperback
Date of issue 2010
Number of pages 148
EAN 9783838116549
ISBN 3838116542
Libristo code 07148818
Weight 227
Dimensions 152 x 229 x 9
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