From charlesreid1

Study guide for array data structures.

Definitions

array - a contiguous block of memory that is fixed in size and that can be randomly accessed using integer indices

null - a reference to nothing, or to a non-existent memory location

Abstract Data Types/Interfaces

General

(None)

Java

Java provides an Arrays class with the following functionality:

  • equals(A,B) - boolean, true iff A_i = B_i \quad \forall i
  • fill(A,x) - fills A with values x
  • copyOf(A,n) - returns an array of size n, copied from A
  • copyOfRange(A,s,t) - returns an array of size t-s, copied from corresponding indices of A
  • toString(A) - string representation of A
  • sort(A) - sort A using a tuned quicksort (see Java API Docs for implementation reference)
  • sort(A, comp) - sort A using the specified Comparator object
  • binarySearch(A,x) - perform binary search for x in A

Principal Operations and Algorithms

Important algorithms include:

  • fisher-yates shuffle
  • insertion sort
  • sequential search
  • binary search

Fisher Yates Shuffle

Fisher Yates shuffle is a technique for shuffling arrays.

  • Pointer that starts and end and moves to front
  • Randomly swap the pointer with an item between it and the front
for i in range (n-1) to (0):
    j = random number between 0 and i
    swap array[i], array[j]
    decrement i

Insertion Sort

Insertion sort is a simple algorithm that involves two nested loops, and is therefore quadratic complexity.

  • Stepping through the list one element at a time, such that everything before your pointer is sorted.
  • Start with a reference to the last sorted element
  • Now have a walker element that points to the last sorted element
  • Move it down one, and you're going to add the next (unsorted) element to the club of sorted elements
  • Do this by scooting it forward, toward the front of the list, as many times as needed.
for i in range 1 to length(A):
    j = i
    while j>0 and A[j-1] > A[j]:
        swap( A[j] , A[j-1] )
        decrement j

Sequential Search

Sequential search is the simplest (not fastest) way to look for something. Simplest possible imaginable algorithm. Runs in O(N) time.

for i in range 1 to length(A):
    if A[i] equals target:
        return i

return -1

Binary Search

Binary search is a much faster and more sophisticated way to searching things in O( \log N) time. This requires a sorted array, and takes advantage of the sorted order to rule out half of the array it is considering at each step.

  • Public/private method: public method takes no indices, private method takes 2 indices
  • Start with your array, your target, and your lo and hi index; at each step, compute a mid index
  • Base case: lo index passed hi index, return negative
  • Recursive case: check which case: less than mid (call yourself with lo to mid-1), greater than mid (call yourself with mid+1 to hi), and equals (done)
def public_binary_search(array, target):
	private_binary_search(array, target, 0, length(array)-1)


def private_binary_search(array, target, lo, hi):
	if(lo>hi)
		return not found
	mid = (lo+hi)/2
	if( A[mid] > target ) 
		return private_binary_search(array, target, lo, mid-1)
	else if( A[mid] < target ) 
		return private_binary_search(array, target, mid+1, hi)
	else
		return mid

Flags