/Algorithm-Design-and-Analysis

The repository of my code for AI2615: Algorithm Design and Analysis.

Primary LanguageC++

Algorithm: Design & Analysis

The repository of my code for SJTU AI2615: Algorithm Design and Analysis (2023 spring)

上海交通大学AI2615: 算法设计与分析（2023年春季学期） 个人代码仓库

Compile

What is stored in this repository is code for each OJ exercise. Complie each cpp file respectively in the method you like.

Introduction to the code

Divide and Conquer

Code for 3 problems of divide and conquer.

Graph

2 algorithms implemented:

  • Dijkstra: Finding the shortest path
  • Kosaraju: Finding Strong Connected Components (SCC) of a given directed graph.

Greedy

2 algorithms implemented:

  • Kruskal: Finding the minimum spanning tree for given undirected graphs.
  • End-Time-First-Schedule

DP

Since my limited command on dynamic programming, the only code here is the easiest version.

  • Longest Descending Subsequences
    • Denote $f(i)$ the length of the longest descending subsequence who ends at $a_i$. The transition is $$f(i)=\max \left( 1,\max_{j< i, a_j >a_i} {f(j)+1} \right)$$
    • Time complexity: $O(n^2)$
    • Cannot pass all the test cases.Can be improved by priority queue.

Max Flow

2 algorithms implemented:

  • Dinic: Finding the maximum flow on a network graph.
  • Hopcroft-Karp: Dinic algorithm on bipartite graphs to find max match of the graph. The code uses the algorithm to compute the largest independent set by computing the vertex cover through the max match.