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A data structure is a way of organizing and storing data to perform operations efficiently. It defines the relationship between data elements and the operations that can be performed on them.
Array: Fixed-size, contiguous memory allocation, constant-time access, and O(1) time complexity for random access. However, resizing is difficult and time-consuming.
Linked List: Dynamic size, non-contiguous memory allocation, efficient insertion and deletion, but requires sequential traversal for access.
A binary tree is a hierarchical data structure consisting of nodes where each node has at most two children, referred to as the left child and the right child. The topmost node is called the root, and nodes with no children are called leaves.
Binary Tree: Simply a hierarchical tree structure with each node having at most two children.
Binary Search Tree (BST): A binary tree with the additional property that the left subtree of a node contains only nodes with values less than the node, and the right subtree contains only nodes with values greater than the node.
Hashing is the process of converting input data (keys) into a fixed-size array index through a hash function. It provides a fast and efficient way to search, insert, and delete elements in data structures like hash tables.
Dynamic programming is a technique used to solve problems by breaking them down into smaller overlapping subproblems and solving each subproblem only once, storing the results to avoid redundant computations. It is often used for optimization problems.