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» Efficient Distribution Mining and Classification
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119
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NN
2006
Springer
113views Neural Networks» more  NN 2006»
15 years 3 months ago
Large-scale data exploration with the hierarchically growing hyperbolic SOM
We introduce the Hierarchically Growing Hyperbolic Self-Organizing Map (H2 SOM) featuring two extensions of the HSOM (hyperbolic SOM): (i) a hierarchically growing variant that al...
Jörg Ontrup, Helge Ritter
130
Voted
DKE
2006
125views more  DKE 2006»
15 years 3 months ago
Online clustering of parallel data streams
In recent years, the management and processing of so-called data streams has become a topic of active research in several fields of computer science such as, e.g., distributed sys...
Jürgen Beringer, Eyke Hüllermeier
COLCOM
2009
IEEE
15 years 8 months ago
Information retrieval on mind maps - what could it be good for?
—Mind maps are used by millions of people. In this paper we present how information retrieval on mind maps could be used to enhance expert search, document summarization, keyword...
Jöran Beel, Bela Gipp, Jan-Olaf Stiller
KDD
2006
ACM
159views Data Mining» more  KDD 2006»
16 years 3 months ago
Global distance-based segmentation of trajectories
This work introduces distance-based criteria for segmentation of object trajectories. Segmentation leads to simplification of the original objects into smaller, less complex primi...
Aris Anagnostopoulos, Michail Vlachos, Marios Hadj...
DATAMINE
2007
135views more  DATAMINE 2007»
15 years 3 months ago
Experiencing SAX: a novel symbolic representation of time series
Many high level representations of time series have been proposed for data mining, including Fourier transforms, wavelets, eigenwaves, piecewise polynomial models etc. Many researc...
Jessica Lin, Eamonn J. Keogh, Li Wei, Stefano Lona...