Median of Two Sorted Arrays

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Task:

There are two sorted arrays nums1 and nums2 of size m and n respectively.

Find the median of the two sorted arrays. The overall run time complexity should be O(log (m+n)).

You may assume nums1 and nums2 cannot be both empty.

Example 1:

nums1 = [1, 3]
nums2 = [2]

The median is 2.0
Example 2:

nums1 = [1, 2]
nums2 = [3, 4]

The median is (2 + 3)/2 = 2.5

This problem was taken from Leetcode

[tabby title=”Solution”]
Using a brute force we could merge the two arrays and find the median, but this is slow.
To optimize the solution we could use one of the properties of the arrays: the arrays are sorted.
– We could substitute the problem of find the median with find the numbers that are not in the median

Two sum diagram

The solution:

Java Script

/**
 * @param {number[]} nums1
 * @param {number[]} nums2
 * @return {number}
 */
var findMedianSortedArrays = function(nums1, nums2) {

	function findMedianIndex(arr) {
		var median = 0;
		var i = 0;
		if(arr.length % 2) {
			var i = (arr.length / 2 + 0.5) - 1;
			median = arr[i];
		}
		else {
			var i = (arr.length / 2);
			median = ((arr[i - 1] + arr[i]) / 2);
		}
		return median;
	}

	function isFirstArrayInTheMiddleOfSecondEvenArray(x, y) {		
		var minX = x[0];
		var maxX = x [1];
		var medianY = Math.floor(y.length / 2);
		var leftMiddleY = y[medianY - 1];
		var rightMiddleY = y[medianY];
		return minX > leftMiddleY && maxX < rightMiddleY; } function findMedianOfArrayAndValue(arr, val) { if(arr.length == 0) { return val; } else if (typeof(val) == 'undefined') { return findMedianIndex(arr); } var median = 0; if(arr.length % 2) { // odd aray // var medianIndex = Math.floor((arr.length / 2)); // median = arr[medianIndex]; var arrMedian = findMedianIndex(arr); if(arrMedian > val) {
				// the median of merged array should lie on the left of arr  <== var i = Math.floor(arr.length / 2); var right = arr[i]; var left = Math.max( arr[i - 1], val ); return findMedianIndex( [left, right] ); } else { // the median of merged array should lie on the right of arr ==>
				var i = Math.floor(arr.length / 2);
				var left = arr[i];				
				var right = Math.min( arr[i + 1], val );
				return 	findMedianIndex( [left, right] );					
			}
		}
		else {
			// even aray
			var arrMedian = findMedianIndex(arr);
			if(arrMedian > val) {
				// the median of merged array should lie on the left of arr median  <== var i = Math.floor((arr.length / 2) - 1); var left = arr[i]; return Math.max(left, val); } else { // the median lies on the right side ==>
				var i = (arr.length / 2);
				var right = arr[i];
				return Math.min(right, val);
			}

			median = findMedianIndex( [ arr[medianIndex], arr[medianIndex + 1] ]);

		}
		return ( Math.min(median, val) + Math.max(median, val) ) / 2;
	}


	function findMedian(X, Y) {

		// check all odd cases	
		if (X.length === 1 && Y.length === 1) {
			return (X[0] + Y[0]) / 2;
		}

		if(X.length <= 1) {
			return findMedianOfArrayAndValue(Y, X[0]);
		}
		else if(Y.length <= 1) {
			return findMedianOfArrayAndValue(X, Y[0]);
		}		
		else if(X.length == 1 && Y.length == 1) {
			var testArray = [ X[0], Y[0] ];
			return findMedianIndex(testArray);
		}
		else if(X.length < 1) {
			var testArray = Y.concat(X);
			return findMedianIndex(testArray);	
		}
		else if( Y.length < 1) { var testArray = X.concat(Y); return findMedianIndex(testArray); } if( X.length === 2 && Y.length >= 2 && Y.length % 2 === 0) {
			if(isFirstArrayInTheMiddleOfSecondEvenArray(X, Y)) {
				/*
					in example:
					var X = [1, 2];
					var Y = [-1, 3];
				*/
				return (X[0] + X[1]) / 2;
			}
		}
		if( Y.length === 2 && X.length >= 2 && X.length % 2 === 0) {
			if(isFirstArrayInTheMiddleOfSecondEvenArray(Y, X)) {
				/* and the other way */
				return (Y[0] + Y[1]) / 2;
			}
		}	

		var mX = findMedianIndex(X);
		var mY = findMedianIndex(Y);
		
		if(mX == mY) {
			return mX;
		}
			

		var splicePart = Math.floor(Math.min(X.length / 2 - 1, Y.length / 2 - 1));
		splicePart = splicePart < 1 ? 1 : splicePart;

		if (mX < mY) {
			X.splice(0, splicePart);
			Y.splice(Y.length - splicePart);
		} else {
			X.splice(X.length - splicePart);
			Y.splice(0, splicePart);
		}
	

		return findMedian(X, Y);
	}

	return findMedian(nums1, nums2);
}

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