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The Cardiology Patient Dataset

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A Healthy Class Rule for the Cardiology Patient Dataset. IF 169 = Maximum Heart Rate =202 ... IF 169 = Maximum Heart Rate =202. THEN Concept Class = Healthy ... – PowerPoint PPT presentation

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Title: The Cardiology Patient Dataset


1
The Cardiology Patient Dataset
2
(No Transcript)
3
A Healthy Class Rule for the Cardiology Patient
Dataset
  • IF 169 lt Maximum Heart Rate lt202
  • THEN Concept Class Healthy
  • Rule accuracy 85.07
  • Rule coverage 34.55

34.5 of all healty patients meet the conditions
specified in this rule
The rule works correctly 85 of the time.
4
A Sick Class Rule for the Cardiology Patient
Dataset
  • IF Thal Rev Chest Pain Type Asymptomatic
  • THEN Concept Class Sick
  • Rule accuracy 91.14
  • Rule coverage 52.17

5
Drawing Conclusions
  • Recall the rule
  • Possible interpretations
  • If patients max heart rate is low, s/he might
    have a heart attack?
  • If patient had a heart attack, his max heart rate
    would decrease?
  • A low max heart rate causes a heart attack?
  • Only a medical expert can tell.

IF 169 lt Maximum Heart Rate lt202 THEN Concept
Class Healthy
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