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Description
  • In this paper, custom modifications of Orthogonal Matching Pursuit and Self Organizing Maps based classification algorithms are used and compared to standard and widely used classification techniques with applications to human activity recognition. Seven algorithms are compared in terms of their accuracy performance. The modifications are described in this paper and shown to perform better than commonly used classifiers. The results indicate that human activities can be successfully and reliably recognized even without data preprocessing.
  • In this paper, custom modifications of Orthogonal Matching Pursuit and Self Organizing Maps based classification algorithms are used and compared to standard and widely used classification techniques with applications to human activity recognition. Seven algorithms are compared in terms of their accuracy performance. The modifications are described in this paper and shown to perform better than commonly used classifiers. The results indicate that human activities can be successfully and reliably recognized even without data preprocessing. (en)
Title
  • Application and comparison of modified classifiers for human activity recognition
  • Application and comparison of modified classifiers for human activity recognition (en)
skos:prefLabel
  • Application and comparison of modified classifiers for human activity recognition
  • Application and comparison of modified classifiers for human activity recognition (en)
skos:notation
  • RIV/61989100:27740/13:86088499!RIV14-MSM-27740___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(ED1.1.00/02.0070), P(EE.2.3.20.0073), S
http://linked.open...iv/cisloPeriodika
  • 11
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
  • 61670
http://linked.open...ai/riv/idVysledku
  • RIV/61989100:27740/13:86088499
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • sparse approximation; classification; pattern matching; comparison (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • PL - Polská republika
http://linked.open...ontrolniKodProRIV
  • [42FDC7C37DF4]
http://linked.open...i/riv/nazevZdroje
  • Przeglad elektrotechniczny
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...v/svazekPeriodika
  • 89
http://linked.open...iv/tvurceVysledku
  • Moravec, Pavel
  • Snášel, Václav
  • Gajdoš, Petr
  • Peterek, Tomáš
  • Dohnálek, Pavel
issn
  • 0033-2097
number of pages
http://localhost/t...ganizacniJednotka
  • 27740
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