Learning Parameters: Summary

• Estimation relies on sufficient statistics

  • For multinomial these are of the form N (xi,pai)
  • Parameter estimation

• Bayesian methods also require choice of priors

• Both MLE and Bayesian are asymptotically equivalent and consistent

• Both can be implemented in an on-line manner by accumulating sufficient statistics

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