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ntelligent
earching
lgorithm
I
S
A
ISA
Types of searching algorithm
Uninformed
searching
Informed
searching
ISA
Types of searching algorithm
Uninformed
searching
Informed
searching
• explore the search space
without any additional
knowledge about the
goal state
• visit nodes in a
systematic manner, such
as by visiting all possible
nodes or states in the
search space
ISA
Types of searching algorithm
Informed
searching
Uninformed
searching
• use additional
information or heuristics
to guide the search
process
• Heuristics are estimates
of the cost or distance to
the goal state
ISA
3
Uniform cost search
(UCS)
2
Depth first search
(DFS)
1
Breadth first search
(BFS)
Uninformed
searching
 explores all nodes
at the same level
before moving on
to the next level
 find the shortest
path between two
nodes if one exists
ISA
3
Uniform cost search
(UCS)
2
Depth first search
(DFS)
1
Breadth first search
(BFS)
Uninformed
searching
 explores all nodes at
the same level
before moving on to
the next level
 find the shortest
path between two
nodes if one exists
 explores as far as
possible along each
branch before
backtracking
 are not guaranteed
to find the shortest
path
ISA
3
Uniform cost search
(UCS)
2
Depth first search
(DFS)
1
Breadth first search
(BFS)
Uninformed
searching
 explores all nodes
at the same level
before moving on
to the next level
 find the shortest
path between two
nodes if one exists
 explores as far as
possible along each
branch before
backtracking
 are not guaranteed
to find the shortest
path
 expands nodes in
order of their path
cost, which is the total
cost of the path from
the start node to the
current node
 are not guaranteed to
find the shortest path
Breadth first search
(BFS)
A
C
B
D
E
F
G
Initial
state
Goal
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A
B
C
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A
B C
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A
B C
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B
C
D
E
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B
C D E
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B
C D E
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C
D E
D
F
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C
D E D F
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C
D E D F
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D
E D F
C
F
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D
E D F C F
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D
E D F C F
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E
D F C F
G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E
D F C F G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E
D F C F G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E
F C F G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E
F C F G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E F
C F G
G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E F
C F G G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E F
C F G G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E F
F G G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E F
F G G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E F
G G
Breadth first search
(BFS)
A C
B
D
E
F
G
Queue
Visited list
A B C D E F
G G
The Goal
Breadth first search
(BFS)
A
C
B
D
E
F
G
Breadth first search
(BFS)
A B E G
Solution Path
ISA
3
Uniform cost search
(UCS)
2
Depth first search
(DFS)
1
Breadth first search
(BFS)
Uninformed
searching
Depth first search
(DFS)
A
C
B
D
E
F
G
Initial
state
Goal
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B
D
E
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B
D
E
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B
D
E
Breadth first search
(BFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
F
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
F
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
F
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
F
G
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
F
G
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
F
G
Depth first search
(DFS)
A C
B
D
E
F
G
Visited list
Stack
A
C
B D
E
C
F
F
G
The
Goal
Depth first search
(DFS)
A
C
B
D
E
F
G
Depth first search
(DFS)
A
C
B
D
F
G
Depth first search
(DFS)
A C
B D F G
Solution path
ISA
3
Uniform cost search
(UCS)
2
Depth first search
(DFS)
1
Breadth first search
(BFS)
Uninformed
searching
Uniform cost search
(UCS)
A
C
B
D
E
F
G
Initial
state
Goal
4
1
2
6
4
8
3
8
2
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A
C
B
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A
C
B
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A
C
B
1 4
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A
C4
B1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A
C4
B1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1
C4 D E
1+2=3 1+6=7
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1
C4 D3 E7
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1
C4
D3 E7
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1
C4
D3 E7
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1
C4
D3
E7
F
C
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1
C4
D3
E7 F
C
1+2+3
= 6
1+2+4
= 7
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1
C4
D3
E7 F7
C6
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1
C4
D3
E7 F7
C6
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1
C4
D3
E7 F7
C6
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3
E7 F7
C6 D F
4+3=7 4+8=12
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3
E7 F7
C6 D7 F12
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3
E7 F7
C6 D7 F12
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3
E7 F7
C6 D7 F12
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3
E7 F7
C6
D7 F12
F
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3
E7 F7
C6
D7 F12
F
1+2+3+8=14
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3
E7 F7
C6
D7 F12
F14
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3
E7 F7
C6
D7 F12 F14
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3
E7 F7
C6
D7 F12 F14
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
F7
C6
D7 F12 F14
G
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
F7
C6
D7 F12 F14
G
1+6+8=15
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
F7
C6
D7 F12 F14
G15
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6
F7 D7 F12 F14 G15
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6
F7 D7 F12 F14 G15
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6 F7
D7 F12 F14 G15
G
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6 F7
D7 F12 F14 G15
G
1+2+4+2=9
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6 F7
D7 F12 F14 G15
G9
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6 F7
D7 F12 F14 G15
G9
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6 F7
D7 F12 F14 G15
G9
F
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6 F7 D7
F12 F14 G15
G9
F
4+3+4
=11
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6 F7 D7
F12 F14 G15
G9
F11
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6 F7 D7
F12 F14 G15
G9 F11
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
4
1 2
6
4
8
3
8
2
A B1 C4
D3 E7
C6 F7 D7
F12 F14 G15
G9 F11
The Goal
Uniform cost search
(UCS)
A
C
B
D
E
F
G
4
1 2
6
4
8
3
8
2
Cost = 9
Uniform cost search
(UCS)
A B D F G
Cost = 9
Solution path
Uniform cost search
(UCS)
A
C
B
D
E
F
G
1
1
1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A
C
B
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A
C
B
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A
C
B
1 1
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A
C1
B1
1
1 1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
3
A
C1
B1
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A B1
C1 D E
1+1=2 1+1=2
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A B1
C1 D2 E2
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A B1
C1 D2 E2
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A B1
C1 D2 E2
1
1 1
1
1
1
1
1
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A B1 C1
D2 E2
1
1 1
1
1
1
1
1
F
D
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
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Visited list
A B1 C1
D2 E2
1
1 1
1
1
1
1
1
F
D
1+1=2 1+1=2
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A B1 C1
D2 E2
1
1 1
1
1
1
1
1
F2
D2
1
Uniform cost search
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A C
B
D
E
F
G
Priority Queue
Visited list
A B1 C1
D2 E2
1
1 1
1
1
1
1
1
F2
D2
1
Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A B1 C1
D2 E2
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1 1
1
1
1
1
1
F2
D2
1
Uniform cost search
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A C
B
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E
F
G
Priority Queue
Visited list
A B1 C1 D2
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1 1
1
1
1
1
1
F2
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F
C
1
Uniform cost search
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Priority Queue
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1
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1
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Priority Queue
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E
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Priority Queue
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1
1
1
1
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Priority Queue
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A B1 C1 D2
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1
1
1
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G
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1
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A B1 C1 D2 E2
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1
1
1
1
1
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A B1 C1 D2 E2
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1
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1
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1
1
1
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A B1 C1 D2 E2
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1
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Uniform cost search
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A B1 C1 D2 E2
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1 1
1
1
1
1
1
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G
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1
1
1
1
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G
Uniform cost search
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A B1 C1 D2 E2
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1
1
1
1
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A C
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G
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A B1 C1 D2 E2
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1 1
1
1
1
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1
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A C
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A B1 C1 D2 E2
1
1 1
1
1
1
1
1
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Uniform cost search
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A C
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Priority Queue
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A B1 C1 D2 E2
1
1 1
1
1
1
1
1
F2
F3
C3 G3
1
G3
Uniform cost search
(UCS)
A C
B
D
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F
G
Priority Queue
Visited list
A B1 C1 D2 E2
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1 1
1
1
1
1
1
F2
F3
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1
G3
F
Uniform cost search
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A C
B
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G
Priority Queue
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A B1 C1 D2 E2
1
1 1
1
1
1
1
1
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G3
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Uniform cost search
(UCS)
A C
B
D
E
F
G
Priority Queue
Visited list
A B1 C1 D2 E2
1
1 1
1
1
1
1
1
F2
F3
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G3
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Uniform cost search
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A C
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Priority Queue
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A B1 C1 D2 E2
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1 1
1
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G3 F4
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A C
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Priority Queue
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A B1 C1 D2 E2
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1
1
1
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F3
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A C
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Priority Queue
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A B1 C1 D2 E2
1
1 1
1
1
1
1
1
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1
G3 F4
G
Uniform cost search
(UCS)
A C
B
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F
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Priority Queue
Visited list
A B1 C1 D2 E2
1
1 1
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1
1
1
1
F2 F3
C3
G3
1
G3 F4
G4
Uniform cost search
(UCS)
A C
B
D
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F
G
Priority Queue
Visited list
A B1 C1 D2 E2
1
1 1
1
1
1
1
1
F2 F3
C3
G3
1
G3 F4 G4
Uniform cost search
(UCS)
A C
B
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F
G
Priority Queue
Visited list
A B1 C1 D2 E2
1
1 1
1
1
1
1
1
F2 F3
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G3
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The Goal
Uniform cost search
(UCS)
A
C
B
D
E
F
G
1
1 1
1
1
1
1
1
1
Cost = 3
Uniform cost search
(UCS)
A B E G
Cost = 3
Solution path
block
block
The Game
B B B B B B
B B B B
B S S B
B B B H B B
B F H B
B B
B B B B B B
The Game
B B B B B B
B B B B
B S S B
B B B H B B
B F H B
B B
B B B B B B

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ISA23 .pptx