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Data Structure
GRAPH
1
5
Prepared by: Mir Omranudin Abhar
Email : MirOmran@Gamil.com
Spring , 2019
2
Graph
• Non-Linear Data Structure
• Non- Primitive Data Structure
• Dynamic Data Structure
Google -Map
3
Facebook-Friends
4
Operating System
5
Graph
6
Graph-Type
7
Graph- Limitations
8
Graph- Complete Graph (Undirected )
9
𝑡𝑜𝑡𝑎𝑙 𝑒𝑑𝑔𝑒 =
𝑣(𝑣 − 1)
2
Graph- Complete Graph (Directed )
10
𝑡𝑜𝑡𝑎𝑙 𝑒𝑑𝑔𝑒 = 𝑣(𝑣 − 1)
Graph- Sub graph
11
Graph- Adjacent
12
𝐸𝑑𝑔𝑒 → 𝐵, 𝐷
𝑎𝑗𝑎𝑐𝑒𝑛𝑡 → (𝐵, 𝐷)
Graph- Simple ( Path )
13
Simple path: 𝑇ℎ𝑒 𝑃𝑎𝑡ℎ 𝑤𝑖𝑡ℎ 𝑛𝑜 𝑟𝑒𝑝𝑒𝑎𝑡𝑟𝑒𝑑 𝑣𝑒𝑟𝑡𝑖𝑐𝑒𝑠
𝑃𝑎𝑡ℎ → (𝐵, 𝐷, 𝐶, 𝐴)
Graph- Cycle ( Path )
14
Cycle:
𝑠𝑖𝑚𝑝𝑙𝑒 𝑝𝑎𝑡ℎ, 𝑒𝑥𝑐𝑒𝑝𝑡 𝑡ℎ𝑎𝑡 𝑡ℎ𝑒 𝑙𝑎𝑠𝑡 𝑣𝑒𝑟𝑡𝑒𝑥 𝑖𝑠 𝑡ℎ𝑒 𝑠𝑎𝑚𝑒 𝑎𝑠 𝑡ℎ𝑒 𝑓𝑖𝑟𝑠𝑡 𝑣𝑒𝑟𝑡𝑒𝑥
𝑃𝑎𝑡ℎ → (𝐵, 𝐷, 𝐶, 𝐴, 𝐵)
Graph- (Connected & Non-Connected)
15
Non Connected Graph
Connected Graph
Strongly Connected
Graph- (Representation) - Matrix
16
Graph- (Representation) - Matrix
17
Graph- Adjacency Matrix Representation
of Graph
18
Graph- Adjacency List Representation of
Graph
19
Graph- Adjacency List Representation of
Graph
20
Graph- Adjacency List Representation of
Graph
21
Graph- Traversal Algorithm
22
• BFS (Breath First Search)
• DFS (Depth First Search)
Breadth first search (BFS)
23
Queue Data Structure : First in First Out
Breadth first search (BFS)
24
Time Complexity : O(bd)
Space Complexity : O(bd
)
b
:
‫اکثر‬ ‫حد‬
childe Node
‫که‬ ‫های‬
parent Node
‫داشته‬ ‫میتواند‬
‫باشد‬
.
d
:
‫کمترین‬ ‫تعداد‬
level
‫به‬ ‫رسیدن‬ ‫برای‬
node
‫یک‬ ‫در‬ ‫هدف‬
tree
.
Breadth first search (BFS) – Example[ 1 ]
25
Step: 1 BFS
Breadth first search (BFS) – Example[ 1 ]
26
Step: 2 BFS
Breadth first search (BFS) – Example[ 1 ]
27
Step: 3 BFS
Breadth first search (BFS) – Example[ 1 ]
28
Step: 4 BFS
Breadth first search (BFS) – Example[ 1 ]
29
Step: 5 BFS
Breadth first search (BFS) – Example[ 1 ]
30
Step: 6 BFS
Breadth first search (BFS) – Example[ 1 ]
31
Step: 7 BFS
Breadth first search (BFS) – Example[ 1 ]
32
Step: 8 BFS
Breadth first search (BFS) – Example[ 2 ]
33
BFS
Breadth first search (BFS) – Example[ 3 ]
34
BFS
Depth first search (DFS)
35
Stack Data Structure : Last in First Out
Depth first search (DFS)
36
Time Complexity : O(bm)
Space Complexity : O(b )
b
:
‫اکثر‬ ‫حد‬
childe Node
‫که‬ ‫های‬
parent Node
‫داشته‬ ‫میتواند‬
‫باشد‬
.
m
:
‫تمام‬ ‫مجموع‬
level
‫یک‬ ‫در‬ ‫ها‬
tree
.
Depth first search(DFS) – Example[ 1 ]
37
Step: 1 DFS
Depth first search(DFS) – Example[ 1 ]
38
Step: 2 DFS
Depth first search(DFS) – Example[ 1 ]
39
Step: 3 DFS
Depth first search(DFS) – Example[ 1 ]
40
Step: 4 DFS
Depth first search(DFS) – Example[ 1 ]
41
Step: 5 DFS
Depth first search(DFS) – Example[ 1 ]
42
Step: 6 DFS
Depth first search(DFS) – Example[ 1 ]
43
Step: 7 DFS
Depth first search(DFS) – Example[ 1 ]
44
Step: 8 DFS
Depth first search(DFS) – Example[ 1 ]
45
Step: 9 DFS
Depth first search(DFS) – Example[ 2 ]
46
DFS
Depth first search(DFS) – Example[ 3 ]
47
DFS
Compare (BFS & DFS) – example(1)
48
Compare (BFS & DFS) – example(2)
49
Question
.1
https://www.rollapp.com/
‫نماید‬ ‫تحقیق‬ ‫سایت‬ ‫این‬ ‫به‬ ‫ارتباط‬ ‫در‬
‫؟‬
.2
Big Data
‫چیست‬
,
‫نماید؟‬ ‫تحقیق‬
.3
‫اوردن‬ ‫بدست‬ ‫برای‬
value
‫ی‬ ‫ها‬
miss
‫در‬ ‫شده‬
database
‫ها‬ ‫الگوریتم‬ ‫کدام‬ ‫از‬
‫میشود‬ ‫استفاده‬
‫؟‬
50

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