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[BREAKING] Simplify URL paths
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content/notes/algorithms_and_data/bigO.png
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content/notes/algorithms_and_data/bigO.png
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content/notes/algorithms_and_data/index.md
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content/notes/algorithms_and_data/index.md
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---
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title: Algorithms & Data Structures
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description:
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draft: false
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tags:
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- c
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- programming
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author: TrudeEH
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showToc: true
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---
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## Time Complexity
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The amount of steps required for an algorithm to execute.
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### Big O Notation
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Maximum time for `n` input size. (Upper bound - worst case)
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### Omega Notation
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Minimum time for `n` input size. (Lower bound)
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- `Ω(n²)`
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- `Ω(n log n)`
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- `Ω(n)`
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- `Ω(log n)`
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- `Ω(1)`
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> If both are the same, use `θ`
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## Searching Algorithms
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|Algorithm|Average Time Complexity|RAM|
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|---|---|---|
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|Linear Search|O(n) \| Ω(1)|0|
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|Binary Search|O(log n) \| Ω(1)|0|
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### Linear Search
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Check every element until `n` is found.
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```C
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#include <stdio.h>
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int main(void) {
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int n = 1; // number to find
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int numbers[] = {20, 500, 10, 5, 100, 1, 50};
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const int numbersLength = 7;
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for (int i = 0; i < numbersLength; i++) {
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if (numbers[i] == n) {
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printf("Found n\n");
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return 0;
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}
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}
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printf("Not found\n");
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return 1;
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}
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```
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### Binary Search
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```C
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#include <stdio.h>
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int main()
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{
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int c;
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int n = 10 // Number of elements in array
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int array[] = {0, 1, 2, 3, 4, 5, 6, 7, 8 ,9}
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int search = 2; // Number to find
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int first = 0;
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int last = n - 1;
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int middle = (first+last)/2; // Average
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while (first <= last) {
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if (array[middle] < search)
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first = middle + 1;
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else if (array[middle] == search) {
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printf("%d found at location %d.\n", search, middle+1);
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break;
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}
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else
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last = middle - 1;
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middle = (first + last)/2;
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}
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if (first > last)
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printf("Not found! %d isn't present in the list.\n", search);
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return 0;
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}
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```
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## Sorting Algorithms
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|Algorithm|Average Time Complexity|RAM|Use If|
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|---|---|---|---|
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|Selection Sort|O(n²) \| Ω(n²)|1 var|Never|
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|Bubble Sort|O(n²) \| Ω(n)|0||
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|Insertion Sort|O(n²) (Faster if the data is kind of sorted)|0||
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|Merge Sort|O(n log n) \| Ω(n log n)|More RAM|Large Arrays|
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|Quick Sort|O(n log n)|Less RAM|Small arrays|
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## Data Structures
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### Queue (Concept)
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First In, First Out
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- enqueue - Add an item to the end of the line.
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- dequeue - Remove an item from the beginning of the line.
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### Stack (Concept)
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Last In, First Out
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The last item added will be used first, so the first ones added might never be used.
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- push - Add an item to the top of the stack
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- pop - Remove an item from the top of the stack
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### Arrays
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|Search|O(log n)|
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|---|---|
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|Multiple data types|No|
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|Resizable|No|
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|RAM Usage|Low|
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```C
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double prices[] = {5.0, 3.2, 13.0};
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double values[5]; //Initialize an empty array, that can hold 5 items.
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printf("%lf€", prices[0]);
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printf("%d", sizeof(prices)); //3
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```
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#### 2D Arrays
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```C
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int numbers[2][3] = {
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{1, 2, 3},
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{4, 5, 6}
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};
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numbers[0][1]; //2
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numbers[1][2]; //6
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numbers[0][1] = 10; //Set [0][1] to 10.
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// Note: Calculate the rows and columns automatically.
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int rows = sizeof(numbers)/sizeof(numbers[0]);
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int columns = sizeof(numbers[0])/sizeof(numbers[0][0]);
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```
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#### Array of Strings
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```C
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char cars[][10] = {"Mustang", "Corvette", "Camaro"};
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//cars[0] = "Tesla"; ERROR! String arrays don't support item assignment.
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strcpy(cars[0], "Tesla"); //Does the same, but <string.h> must be included.
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```
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### Resize Array
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#### Manually
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```C
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#include <stdlib.h>
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int *list = malloc(3 * sizeof(int));
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// Works like an array
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list[0] = 1;
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list[1] = 2;
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list[2] = 3;
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//Same as
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*list = 1;
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*(list + 1) = 2;
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*(list + 2) = 3;
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// ...
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// Add 1 extra byte to the array
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int *tmp = malloc(4 * sizeof(int));
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if (tmp == NULL) {
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free(list);
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return 1;
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}
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for (int i = 0; i < 3; i++){
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tmp[i] = list[i];
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}
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tmp[3] = 4;
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free(list);
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list = tmp;
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// ...
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free(list);
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return 0;
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```
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#### Realloc
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```C
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int *list = malloc(3 * sizeof(int));
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list[0] = 1;
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list[1] = 2;
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list[2] = 3;
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// ...
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int *tmp = realloc(list, 4 * sizeof(int)); //tmp is only needed to verify if realloc was successful, if realloc was assigned to int and failed, the 3 bytes from the list would be lost as list = NULL.
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if (tmp == NULL) {
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free(list);
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return 1;
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}
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list = tmp;
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list[3] = 4;
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// ...
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free(list);
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return 0;
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```
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### Linked Lists
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| Linked List | TC |
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| --------------------- | ------ |
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| Add element unordered | O(1) |
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| Add element ordered | O(n) |
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| Search | O(n) |
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| Insert | O(n) |
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| Multiple data types | Yes |
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| Resizable | Yes |
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| RAM Usage | Medium |
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Each element has its value, and a pointer to the next element. The last element's pointer is `NULL`. (NULL == 0x0)
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```Plain
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[N] -> [N] -> [N] -> [N] ...
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```
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```C
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typedef struct node {
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int number; // Value
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struct node *next; // Pointer to the next node
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} node;
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```
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#### Unordered Linked List Example
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Both code blocks are unsafe (if there's no memory, the program won't free)
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```C
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typedef struct node {
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int number;
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struct node *next;
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} node;
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int main(void) {
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node *list = NULL;
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node *n = malloc(sizeof(node)); // n points at the first node of the linked list.
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(*n).number = 1; // First element = 1.
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//Or
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n->number = 1; // Same.
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n->next = NULL; // Point to NULL so it won't point to a garbage value.
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list = n;
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node *n = malloc(sizeof(node)); // n points at the first node of the linked list.
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n->number = 2;
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n->next = list;
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list = n;
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}
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```
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```C
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#include <stdlib.h>
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#include <stdio.h>
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typedef struct node {
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int number;
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struct node *next;
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} node;
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int main(void) {
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node *list = NULL;
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int numbers[] = {1, 2, 3};
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// Create linked list with the elements in the array.
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for (int i = 0; i < 3; i++) {
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node *n = malloc(sizeof(node));
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if (n == NULL) return 1;
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n->number = number;
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n->next = NULL;
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n->next = list;
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list = n;
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}
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// Print all elements from linked list.
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node *ptr = list;
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while (ptr != NULL) {
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printf("%i\\n", ptr->number);
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ptr = ptr->next; // Borrow the value in the list->n, which has the next node address.
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}
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// Free the list's memory.
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ptr = list;
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while (ptr != NULL) {
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node *next = ptr->next;
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free(ptr);
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ptr = next;
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}
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}
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```
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### Trees
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| Balanced | Unbalanced | TC |
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| ------------------- | ---------- | ---- |
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| Add element | O(n) | O(n) |
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| Search | O(log n) | O(n) |
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| Insert | O(log n) | O(n) |
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| Multiple data types | Yes | Yes |
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| Resizable | Yes | Yes |
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| RAM Usage | High | High |
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If organized correctly, allows for binary search.
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Each node has 2 pointers.
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```Plain
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[N] - root / parent
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/ \\
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[N] [N] - parent and children
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/ \\ / \\
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[N] [N] [N] [N] - leaf / child
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```
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```C
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typedef struct treenode {
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int value;
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struct treenode *left;
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struct treenode *right;
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} treenode;
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treenode *createnode(int value) {
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treenode* result = malloc(sizeof(treenode));
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if (result != NULL) {
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result->left = NULL;
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result->right = NULL;
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result->value = value;
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}
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return result;
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}
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void printtabs(int numtabs){
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for (int i=0; i < numtabs; i++){
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printf("\\t");
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}
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}
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void printtree_rec(treenode *root, int level){
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if (root == NULL) {
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printtabs(level);
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printf("----<empty>-----\\n");
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return;
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}
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// Preordered
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printtabs(level);
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printf("value = %d\\n", root->value);
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printtabs(level);
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printf("left\\n");
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printtree_rec(root->left, level + 1);
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printtabs(level);
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printf("right\\n");
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printtree_rec(root->right, level + 1);
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printtabs(level);
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printf("done\\n");
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}
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void printtree(treenode *root) {
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printtree_rec(root, 0);
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}
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int main(void){
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treenode *n1 = createnode(10);
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treenode *n2 = createnode(11);
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treenode *n3 = createnode(12);
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treenode *n4 = createnode(13);
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treenode *n5 = createnode(14);
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// n1 will be the root
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n1->left = n2;
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n1->right = n3;
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n3->left = n4;
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n4->right = n5;
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printtree(n1);
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free(n1);
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free(n2);
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free(n3);
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free(n4);
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free(n5);
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}
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```
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### Hash Tables
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| Average | Worst | Best |
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| ------------------- | --------- | --------- |
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| Add element | O(1) | O(n) |
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| Search | O(1) | O(n) |
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| Insert | O(1) | O(n) |
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| Multiple data types | Yes | Yes |
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| Resizable | Yes | Yes |
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| RAM Usage | Very High | Very High |
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An array, in which every element is a linked list.
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The array is used to 'choose' a linked list, and the linked list stores a dynamic number of elements.
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```C
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[0] -> [N] -> [N] -> [N]
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[1] -> [N] -> [N]
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[2] -> [N]
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[3] -> [N] -> [N]
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[4] -> [N] -> [N] -> [N]
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[5] -> [N] -> [N]
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0-5 - Array element
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N - Linked list node
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```
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### Trie
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| Trie | Average | Worst |
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| ------------------- | -------------- | -------------- |
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| Add element | O(1) | O(1) |
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| Search | O(1) | O(1) |
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| Insert | O(1) | O(1) |
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| Multiple data types | Yes | Yes |
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| Resizable | Yes | Yes |
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| RAM Usage | Extremely High | Extremely High |
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Tree, but every node is an array.
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Useful to store words. Every element in an array is linked to the next letter.
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```C
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#include <stdio.h>
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#include <stdlib.h>
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#include <stdbool.h>
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#include <string.h>
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#define ALPHABET_SIZE 26
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struct TrieNode {
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struct TrieNode *children[ALPHABET_SIZE];
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bool isendofword;
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};
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typedef struct TrieNode TrieNode;
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TrieNode *createNode() {
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TrieNode *node = (TrieNode *)malloc(sizeof(TrieNode));
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node->isendofword = false;
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for (int i = 0; i < ALPHABET_SIZE; i++) {
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node->children[i] = NULL;
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}
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return node;
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}
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void insert(TrieNode *root, const char *key) {
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TrieNode *current = root;
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for (int i = 0; i < strlen(key); i++) {
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int index = key[i] - 'a';
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if (current->children[index] == NULL) {
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current->children[index] = createNode();
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}
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current = current->children[index];
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}
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current->isendofword = true;
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}
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bool search(TrieNode *root, const char *key) {
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TrieNode *current = root;
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for (int i = 0; i < strlen(key); i++) {
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int index = key[i] - 'a';
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if (current->children[index] == NULL) {
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return false;
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}
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current = current->children[index];
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}
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return (current != NULL && current->isendofword);
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}
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bool isempty(TrieNode *root) {
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for (int i = 0; i < ALPHABET_SIZE; i++) {
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if (root->children[i] != NULL) {
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return false;
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}
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}
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return true;
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}
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TrieNode *deleteHelper(TrieNode *root, const char *key, int depth) {
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if (root == NULL) {
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return NULL;
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}
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if (depth == strlen(key)) {
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if (root->isendofword) {
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root->isendofword = false;
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}
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if (isempty(root)) {
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free(root);
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root = NULL;
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}
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return root;
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}
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int index = key[depth] - 'a';
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root->children[index] = deleteHelper(root->children[index], key, depth + 1);
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if (isempty(root) && !root->isendofword) {
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free(root);
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root = NULL;
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}
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return root;
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}
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void deletekey(TrieNode *root, const char *key) {
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deleteHelper(root, key, 0);
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}
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int main() {
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TrieNode *root = createNode();
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insert(root, "example");
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insert(root, "word");
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printf("%s\n", search(root, "word") ? "Found" : "Not Found");
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printf("%s\n", search(root, "example") ? "Found" : "Not Found");
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printf("%s\n", search(root, "trude") ? "Found" : "Not Found");
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deletekey(root, "word");
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printf("%s\n", search(root, "word") ? "Found" : "Not Found");
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return 0;
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}
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```
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BIN
content/notes/algorithms_and_data/trie.png
Normal file
BIN
content/notes/algorithms_and_data/trie.png
Normal file
Binary file not shown.
|
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