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算法设计与分析
课程类型:选修课
主讲教师:王振波
建议学分:3.00分
课程编码:xtzx0557
1 Introduction of Algorithm
2 Basics of Algorithm Analysis
4 Greedy Algorithms
s 4.1 Coin Changing (6分钟)
s 4.2 Interval Scheduling (6分钟)
s 4.3 Interval Partitioning (3分钟)
s 4.5 Optimal Caching (9分钟)
s 4.7 Minimum Spanning Tree (5分钟)
s 4.9 Clustering (5分钟)
5 Divide and Conquer
s 5.1 Mergesort (10分钟)
s 5.2 Counting Inversions (7分钟)
s 5.5 Matrix Multiplication (6分钟)
s 5.6 Convolution and FFT (8分钟)
s 5.7 FFT (5分钟)
s 5.8 Inverse DFT (5分钟)
6 Dynamic Programming
s 6.3 Knapsack Problem (7分钟)
s 6.5 Sequence Alignment (6分钟)
s 6.6 Shortest Paths (6分钟)
7 Network Flow
8 NP and Computational Intractability
s 8.4 Definition of NP (6分钟)
s 8.5 Problems in NP (7分钟)
s 8.6 NP-Completeness (6分钟)
s 8.7 Sequencing Problems (10分钟)
s 8.8 Numerical Problems (8分钟)
9 Approximation Algorithms
s 9.1 Load Balancing (12分钟)
s 9.2 Center Selection (8分钟)
s 9.5 Knapsack Problem (12分钟)
10 Local Search
s 10.2 Maximum Cut (7分钟)
s 10.3 Nash Equilibria (6分钟)
s 10.4 Price of Stability (8分钟)
11 Randomized Algorithms
s 11.3 MAX 3-SAT (7分钟)
s 11.4 Chernoff Bounds (5分钟)