Learning Parameters from Incomplete Data (cont.).

• In the presence of incomplete data, the likelihood can have multiple global maxima

• Example:

  • We can rename the values of hidden variable H
  • If H has two values, likelihood has two global maxima

• Similarly, local maxima are also replicated

• Many hidden variables ? a serious problem

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