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Title: Reasoning in Propositional Logic


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Reasoning in Propositional Logic
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Learning Objectives
  • Introduction to knowledge bases
  • Wumpus world
  • Introduction to logic
  • Propositional logic
  • Normal forms
  • Inference rules

3
Acknowledgements
  • These slides have been adapted from Stuart
    Russell and Peter Norvig.

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Where is the Wumpus?
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A
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S1,2 so W1,3 or W2,2 No S2,1 so No W2,2
No B1,2 so No P2,2 No P2,2 so P1,3
S
A
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OK
S
A
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Natural Deduction
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  • Let Si,jj be the proposition There is a stench
    at cell i,j and Bi,j be the proposition There
    is a breeze in cell i,j.
  • Assume that in the Wumpus World, the KB contains
    the following
  • S1,1 B1,1
  • S2,1 B2,1
  • S1,2 B1,2
  • The KB also contains among other rules, the
    following
  • R1 S1,1 -gt W1,1 W1,2 W2,1
  • R2 S2,1 -gt W1,1 W2,1 W2,2 W3,1
  • R3 S1,2 -gt W1,1 W1,2 W2,2 W1,3
  • Also, for each cell in the grid the following is
    a rule
  • R4 S1,2 -gt W1,3 v W1,2 v W2,2 v W1,1

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  • Show that W1,3 is entailed by KB.
  • 1. W1,1 W1,2 W2,1 by MP,R1 S1,1
  • 2. W1,1 W1,2 W2,1 by -elim.
  • 3. W1,1 W2,1 W2,2 W3,1 by MP,R2 S2,1
  • 4. W1,1 W2,1 W2,2 W3,1 by -elim.
  • 5. W1,3 v W1,2 v W2,2 v W1,1 by MP,R4 S1,2
  • 6. W1,3 v W2,2 resolve (2),(5) for W1,1 W1,2
  • 7. W1,3 resolve (6),(4) for W2,2

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  • Solution 2. Show that W1,3 is entailed by KB. Our
    goal is to show that KB W1,3 is unsatisfiable.
  • First, translate the KB into CNF then show
    unsatisfiability by resolution.

(S1,1 v W1,1) R11 (S1,1 v W1,2) R12 (S1,1 v
W2,1) R13 (S2,1 v W1,1) R21 (S2,1 v W2,1)
R22 (S2,1 v W2,2) R23 (S2,1 v W3,1) R24 (S1,2 v
W1,1) R31 (S1,2 v W1,2) R32 (S1,2 v W2,2)
R33 (S1,2 v W1,3) R34
(S1,2 v W1,3 v W1,2 v W2,2 v W1,1) W1,3
(negation of goal) S1,1 S2,1 S1,2 B1,1
B2,1 B1,2
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Resolution is refutation-complete
  • Resolution can not be used to find all the
    logical consequences of a given set of sentences.
  • But, it can be used to find all answers to a
    given question using the negated-goal method.
  • If a set of sentences is unsatisfiable, then
    resolution will always derive a contradiction.
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