數(shù)據(jù)結(jié)構(gòu)與算法課程通常會(huì)涵蓋數(shù)據(jù)結(jié)構(gòu)和算法的基礎(chǔ)知識(shí)、常用數(shù)據(jù)結(jié)構(gòu)和算法的實(shí)現(xiàn)和應(yīng)用、算法分析和優(yōu)化等內(nèi)容。以下是一個(gè)典型的數(shù)據(jù)結(jié)構(gòu)與算法課程大綱的示例:
數(shù)據(jù)結(jié)構(gòu)基礎(chǔ)
數(shù)據(jù)結(jié)構(gòu)的概念和分類
線性表、樹、圖等基本數(shù)據(jù)結(jié)構(gòu)的定義和實(shí)現(xiàn)
數(shù)據(jù)結(jié)構(gòu)的基本操作和算法
算法基礎(chǔ)
算法的概念和分類
算法的基本設(shè)計(jì)方法(貪心、分治、動(dòng)態(tài)規(guī)劃等)
算法的基本操作和復(fù)雜度分析
常用數(shù)據(jù)結(jié)構(gòu)
棧、隊(duì)列、鏈表、堆等數(shù)據(jù)結(jié)構(gòu)的實(shí)現(xiàn)和應(yīng)用
哈希表、樹狀數(shù)組、并查集等高級數(shù)據(jù)結(jié)構(gòu)的實(shí)現(xiàn)和應(yīng)用
常用算法
排序算法(冒泡排序、插入排序、快速排序等)
搜索算法(深度優(yōu)先搜索、廣度優(yōu)先搜索等)
字符串匹配算法(KMP算法、Boyer-Moore算法等)
算法優(yōu)化
算法復(fù)雜度優(yōu)化
空間復(fù)雜度優(yōu)化
常用的算法優(yōu)化技巧(分支限界、剪枝等)
算法應(yīng)用
圖論算法(最短路徑、最小生成樹等)
動(dòng)態(tài)規(guī)劃算法(背包問題、最長公共子序列等)
數(shù)論算法(歐幾里得算法、素?cái)?shù)篩選等)
課程目錄
1. Introduction to Data Structures
2. What is Data Structures & Why we
3. What is Abstract Data Types(ADT) i
4. What is an Algorithm Data Stru
5. What is Stack Data Structure D
6. Stack Data Structure in C++ Program
7. What is Queue Data Structure
8. Queue Data Structure in C++ Progra
9. Circular Queue Data Structure with
10. Linked List Data Structure - How
11. Singly Linked List Data Structure
12. C++ Program to Implement Singly L
13. Doubly Linked List Data Structure
14. C++ Program to Implement Doubly L
15. Circular Linked List Data Structu
16. C++ Program to Implement Circular
17. Linear Searching Algorithm in Dat
18. Binary Search Algorithm (Working,
19. Binary Search Algorithm C++ Code
20. What are Sorting Algorithms Why
21. Selection Sort Algorithm How Se
22. Selection Sort Algorithm C++ Code
23. Insertion Sort Algorithm How In
24. Insertion Sort Algorithm C++ Code
25. Bubble Sort Algorithm How Bubbl
26. Bubble Sort Algorithm with C++ Pr
27. Optimized Bubble Sort Algorithm
28. What is Big O notation & Time Com
29. Big Oh(O) vs Big Omega(Ω) vs Big
30. Space Complexity of Algorithms -
31. Merge Sort Algorithm How Merge
32. Merge Sort Algorithm in C++ Progr
33. Quick Sort Algorithm How Quick
34. Quick Sort Algorithm in C++ Progr
35. Counting Sort Sorting Algorithm
36. Counting Sort Sorting Algorithm
37. Radix Sort(Bucket Sort) Sorting A
38. Radix Sort Algorithm (Step by Ste
39. Radix Sort Sorting Algorithm (C++
40. Shell Sort Algorithm (Theory + Wo
41. C++ Program to Implement Shell So
42. What is Infix Prefix & Postfix Ex
43. Why Prefix & Postfix is more effi
44. Infix to Prefix Conversion & vice
45. Infix to Postfix Conversion & vic
46. Rules to Convert Infix to Postfix
47. PSEUDOCODE of Infix to Postfix Ex
48. C++ PROGRAM to Convert Infix to P
49. Rules & Pseudocode of Infix to Pr
50. C++ PROGRAM to Convert Infix to P
51. Postfix to Infix Expression using
52. C++ PROGRAM to Convert Postfix to
53. Prefix to Infix Expression using
54. C++ PROGRAM to Convert Prefix to
55. Postfix to Prefix Conversion & vi
56. Postfix to Prefix Expression usin
57. C++ PROGRAM to Convert Postfix to
58. Prefix to Postfix Expression usin
59. C++ PROGRAM to Convert Prefix to
60. Stack using Linked List Implement
61. C++ PROGRAM to Implement STACK us
62. Queue Implementation using Linked
63. C++ Program to Implement Queue us
64. Circular Queue Implementation usi
65. Array vs Linked List - Pros & Con
66. What is a Tree Introduction to
67. Introduction to Binary Tree Data
68. Binary SEARCH Tree (BST) Data str
69. Binary Search Tree (BST) Implem
70. Binary Search Tree (BST) - INSERT
71. Binary Tree Traversal Techniques
72. PreOrder Tree Traversal Technique