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Conformal Prediction Framework for Binary Classification

Project description

This is an implemention of Conformal Classificaiotn algorithm mentioned in the book - “Algorithmic Learning in Andom World”.

Input: Dataset with two labels.

Algorithms:

  1. Calculate Non-Coformity Measure using K-NN.

  2. Determine p-values according to the significance level.

  3. Calculate Confidence and Credibility of each new data level.

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