Detail publikačního výsledku

ECG Classification using CD-HMM for Educational Purposes

KICMEROVA, D.

Originální název

ECG Classification using CD-HMM for Educational Purposes

Anglický název

ECG Classification using CD-HMM for Educational Purposes

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

The automatic detection and classification of cardiac arrhythmias is important for diagnosis of cardiac abnormalities. Modern education is not possible without the use of specialized program tools and visual demonstrations of new methods. This work is focused on classification of normal sinus rhythm and premature ventricular contractions of the human heart. The proposed method uses wavelets for the feature selection and extraction (searching for a local maximum in the contour envelope successfully detects R-peaks) and Continuous Hidden Markov models for the classification. The ECG data is taken from standard MIT-BIH arrhythmia database. The method was applied in a custom-made educational tool used in a Introduction to Medical Informatics master course.

Anglický abstrakt

The automatic detection and classification of cardiac arrhythmias is important for diagnosis of cardiac abnormalities. Modern education is not possible without the use of specialized program tools and visual demonstrations of new methods. This work is focused on classification of normal sinus rhythm and premature ventricular contractions of the human heart. The proposed method uses wavelets for the feature selection and extraction (searching for a local maximum in the contour envelope successfully detects R-peaks) and Continuous Hidden Markov models for the classification. The ECG data is taken from standard MIT-BIH arrhythmia database. The method was applied in a custom-made educational tool used in a Introduction to Medical Informatics master course.

Klíčová slova

ECG, CD-HMM, classification

Klíčová slova v angličtině

ECG, CD-HMM, classification

Autoři

KICMEROVA, D.

Vydáno

27.04.2006

Nakladatel

Ing. Zdeněk Novotný, CSc.

Místo

Brno

ISBN

80-214-3163-6

Kniha

Proceedings of the 12th Conference Student EEICT 2006

Svazek

12

Strany od

336

Strany počet

5

BibTex

@inproceedings{BUT18494,
  author="Dina {Kičmerová}",
  title="ECG Classification using CD-HMM for Educational Purposes",
  booktitle="Proceedings of the 12th Conference Student EEICT 2006",
  year="2006",
  volume="12",
  number="12",
  pages="5",
  publisher="Ing. Zdeněk Novotný, CSc.",
  address="Brno",
  isbn="80-214-3163-6"
}