The usual way is to use some form of statistical classifier. The simplest is Bayesian (which, I believe, will not do for fingerprints). In biometrics, the most popular are GMM (Gaussian mixture model) or HMM (hidden Markov model). Another approach is to use a neural network as a classifier.
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