Enhancement of multiple hypothesis tracking algorithm with C4.5 algorithm C4.5 siniflandirma algori̇tmasi i̇le çoklu hi̇potez hedef i̇zleme algori̇tmasinin i̇yi̇leşti̇ri̇ lmesi̇

Ersoy Y., EFE M., Nakiboǧlu B.

2012 20th Signal Processing and Communications Applications Conference, SIU 2012, Fethiye, Mugla, Türkiye, 18 - 20 Nisan 2012 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1109/siu.2012.6204736
  • Basıldığı Şehir: Fethiye, Mugla
  • Basıldığı Ülke: Türkiye
  • Ankara Üniversitesi Adresli: Evet

Özet

In this paper, the improvement provided by the utilization of C4.5 classification algorithm to the hypothesis generation process of the k-best Multi-Hypothesis Tracker (MHT) is investigated. It has been shown through simulations that the pre-filtering the measurements by the C4.5 algorithm, especially in high clutter scenarios, reduces the number of generated hypothesis by the MHT significantly. © 2012 IEEE.