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Two-stage smoothing:Another Reason for Smoothing

  • p( “algorithms”|d1) = p(“algorithm”|d2)

  • p( “data”|d1) < p(“data”|d2)

  • p( “mining”|d1) < p(“mining”|d2)

  • But p(q|d1)>p(q|d2)!

  • We should make p(“the”) and p(“for”) less different for all docs. 

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