Think about what extra information each node or element must store.
Linked list nodes store data plus a pointer to the next node, which adds extra memory overhead per element. Arrays store elements contiguously without pointers, so they use less memory per element but may allocate extra unused space.
class LinkedListStack { push(value) { // adds a new node at the head } } class ArrayStack { push(value) { // adds element at the end of array } }
Think about how adding an element works in each structure.
Linked list push adds a node at the head in constant time. Array push is usually constant time but can be slower when resizing is needed, so amortized O(1).
const arrayStack = []; // Push elements beyond initial capacity class Node { constructor(value) { this.value = value; this.next = null; } } class LinkedListStack { constructor() { this.head = null; } push(value) { const newNode = new Node(value); newNode.next = this.head; this.head = newNode; } } const linkedListStack = new LinkedListStack(); // Push elements without capacity limit
Consider how arrays and linked lists handle storage internally.
Array stacks must allocate a new larger array and copy elements when capacity is exceeded. Linked list stacks add new nodes dynamically without resizing.
Think about how data is stored in memory for arrays vs linked lists.
Arrays store elements next to each other in memory, which helps the CPU cache load data efficiently. Linked lists store nodes scattered in memory, causing more cache misses.
Consider the impact of resizing delays on operation time predictability.
Linked list stacks have consistent O(1) push/pop times without resizing pauses. Array stacks may have occasional costly resizing operations, which can cause unpredictable delays in real-time systems.
