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10     1 Basic Notions

        signals acquired  by  placing  electrodes  on  the  patient's  chest.  Figure  1.8 presents
        four  ECGs,  each  one  corresponding  to  a  distinct  physiological  condition:
        N - normal; LVH  - left ventricle hypertrophy; RVH - right ventricle hypertrophy;
        MI - myocardial  infarction.















        Figure  1.8.  ECGs  of  4  diagnostic  classes:  (N)  Normal;  (LVH)  Left  ventricular
        hypertrophy; (RVH) Right ventricular hypertrophy; (MI) Myocardial infarction.



          Each  ECG  tracing exhibits a "wave packet" that repeats  itself in  a more or less
        regular  way  over  time.  Figure  1.9 shows  an  example  of  such  a  "wave packet",
        whose components  are sequentially named  P, Q, R, S and T. These waves reflect
        the  electrical  activity  of  distinct  parts  of  the  heart.  A  P wave  reflects  the  atrial
        activity  of  the  heart. The Q, R, S and  T  waves reflect  the  subsequent  ventricular
        activity.











        Figure 1.9. ECG wave packet with sequentially  named waveforms P, Q, R, S, T.




          Cardiologists  learn  to  interpret  the  morphology  of  these  waves  in
        correspondence  with  the  physiological  state  of  the  heart.  The  situation  can  be
        summarized as follows:

        - There is a set of clusses (states) in  whlch can be found a certain studied entity.
          In the case of the heart we are considering the mentioned four classes.
        - Corresponding  to  each  class  (state) is a certain  set of  representations  (signals,
          images, etc.), thepatrerns. In the present case the ECGs are the patterns.
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