Max-Flow Min-Cut Explained: Ford-Fulkerson, Edmonds-Karp, Bipartite Matching & DAG Path Cover
Perves
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Max-Flow Min-Cut Explained: Ford-Fulkerson, Edmonds-Karp, Bipartite Matching & DAG Path Cover
10 просмотров · 5 дн. назад
Perves
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10 просмотров · 5 дн. назад
A complete walkthrough of flow networks and the Max-Flow Min-Cut Theorem, with step-by-step simulations of the Ford-Fulkerson and Edmonds-Karp algorithms and two classic applications: maximum bipartite matching and minimum path cover in a DAG.
Algorithm Design & Analysis — Group Presentation
Presented by:
• Md. Perves (Reg. No. 2024331108) — Foundations of flow networks
• Rizwan Ahmad (Reg. No. 2024331078) — Theorem, algorithms & complexity
• Fiaz Nabi (Reg. No. 2024331106) — Applications & conclusion
What you'll learn:
• What a flow network is: source, sink, capacity, flow, conservation
• Residual graphs, reverse edges, augmenting paths and bottlenecks
• s-t cuts and why max flow = min cut
• Ford-Fulkerson, simulated step by step with a min-cut certificate
• Edmonds-Karp (BFS shortest paths) and why it runs in O(VE²)
• Why Ford-Fulkerson is O(E·F) and pseudo-polynomial
• Maximum bipartite matching via max flow
• Minimum vertex-disjoint path cover in a DAG = |V| − |M|
Chapters:
0:00 Introduction
0:33 How much can a network carry?
1:30 Applications and our plan
2:22 The flow network model
3:27 Flow, flow value and the two rules
4:36 Residual capacity
5:38 Why we need reverse edges
6:48 Augmenting paths and the bottleneck
7:51 s-t cuts and their capacity
9:13 The Max-Flow Min-Cut Theorem
10:10 Why the theorem holds
11:13 The Ford-Fulkerson method
12:09 Ford-Fulkerson iteration 1
12:50 Ford-Fulkerson iteration 2
13:33 Ford-Fulkerson iteration 3
14:06 Termination and the min-cut certificate
15:03 Edmonds-Karp: shortest paths with BFS
16:01 Edmonds-Karp walkthrough
16:56 Where the running times come from
17:54 Comparison: why path choice matters
18:50 Maximum bipartite matching
19:51 Reducing matching to max flow
21:02 Matching example: reverse edges reassign
22:14 Minimum path cover in a DAG
23:07 From path cover to matching
24:12 Path cover worked example
25:18 Conclusion
#Algorithms #MaxFlow #FordFulkerson #EdmondsKarp #GraphTheory #DAA