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  • This paper uses a simple modification of classic Kohonen network (SOM), which allows parallel processing of input data vectors or partitioning the problem in case of insufficient resources (memory, disc space, etc.) to process all input vectors at once. The algorithm has been implemented to meet a specification of modern multicore graphics processors to achieve massive parallelism. The algorithm pre-selects potential centroids of data clusters and uses them as weight vectors in the final SOM network.In this paper, the algorithm is used on a well-known KDD Cup 1999 intruders dataset.
  • This paper uses a simple modification of classic Kohonen network (SOM), which allows parallel processing of input data vectors or partitioning the problem in case of insufficient resources (memory, disc space, etc.) to process all input vectors at once. The algorithm has been implemented to meet a specification of modern multicore graphics processors to achieve massive parallelism. The algorithm pre-selects potential centroids of data clusters and uses them as weight vectors in the final SOM network.In this paper, the algorithm is used on a well-known KDD Cup 1999 intruders dataset. (en)
Title
  • Intruder data classification using GM-SOM
  • Intruder data classification using GM-SOM (en)
skos:prefLabel
  • Intruder data classification using GM-SOM
  • Intruder data classification using GM-SOM (en)
skos:notation
  • RIV/61989100:27740/12:86088513!RIV14-MSM-27740___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • S
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 142808
http://linked.open...ai/riv/idVysledku
  • RIV/61989100:27740/12:86088513
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • SOM; parallel computation; Kohonen Network; KDD Cup 1999 Data Set (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [D16610F44AE3]
http://linked.open...v/mistoKonaniAkce
  • Benátky
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  • Basel
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  • Lecture Notes in Computer Science. Volume 7564
http://linked.open...in/vavai/riv/obor
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http://linked.open...cetTvurcuVysledku
http://linked.open...UplatneniVysledku
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  • Moravec, Pavel
  • Gajdoš, Petr
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
issn
  • 0302-9743
number of pages
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  • Springer-Verlag
https://schema.org/isbn
  • 978-3-642-33259-3
http://localhost/t...ganizacniJednotka
  • 27740
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