Median of Medians


http://javatroops.blogspot.com/2012/10/median-of-medians-to-find-kth-smallest.html
Given an array of unsorted integers find the Kth smallest element using "Median of Medians".
This method is guaranteed to work in max linear time

if you just get the student who is ranked 50th in the class. Now in another single pass (O(n)), you can just compare the marks of the rest of the students with the selected student. 
http://javatroops.blogspot.com/2012/10/median-of-medians-to-find-kth-smallest.html

private static int select(Integer[] a, int k) {
if (a.length <= 10)
{
Arrays.sort(a);
return a[k-1];
}
int n = a.length;
//partition L into subsets S[i] of five elements each
// (there will be n/5 subsets total).
List<Integer[]> list = new ArrayList<Integer[]>();
// don't need temp list.
int cnt = 0;
int m = n/5;
for( int i = 0; i < m; i++ ) {
Integer[] arr = new Integer[5];
for( int j = 0; j < 5; j++ ) {
if( cnt == n )
break;
arr[j] = a[cnt++];
}
Arrays.sort(arr);
list.add(arr);
}
Integer[] x = new Integer[m];
for (int i = 0; i< m; i++ ) {
x[i] = list.get(i)[2];
}
int v = x[0];
if(x.length > 2) {
v = (x.length%2 == 0)? x[x.length%2-1]: x[x.length/2];
}
// partition L into L1<M, L2=M, L3>M ==> we can combine these two steps
Integer[] l = partition_l( a, v );
Integer[] r = partition_r( a, v );
if( k == l.length+1 ) {
return v;
} else if( k <= l.length ){
return select(l,k);
} else {
return select(r,k-l.length-1);
}
}
private static Integer[] partition_l( Integer[] a, int pivot ) {
if( a.length == 0)
return a;
int j = 0;
Integer[] b = new Integer[a.length];
for( int i = 0; i < a.length; i++ ) {
if(a[i] < pivot) {
b[j++] = a[i];
}
}
Integer[] l = new Integer[j];
System.arraycopy(b, 0, l, 0, j);
return l;
}
private static Integer[] partition_r( Integer[] a, int pivot ) {
if( a.length == 0)
return a;
int j = 0;
Integer[] b = new Integer[a.length];
for( int i = 0; i < a.length; i++ ) {
if(a[i] > pivot) {
b[j++] = a[i];
}
}
Integer[] r = new Integer[j];
System.arraycopy(b, 0, r, 0, j);
return r;
}

Code from http://yiqi2.wordpress.com/2013/07/03/median-of-medians-selection-algorithm/
private int find(int[] a, int s, int n, int k ) {
    // start point s, length n, find k-th number
    if ( n == 1 && k == 1 )
        return a[s];
     
    int m = (n+4) /5;
    int[] mid = new int[m];
     
    for (int i=0; i<m; i++) {
        int t = s+i*5;      // 5-elements block pointer
        if ( n-t > 4 ) {
            sort(a, t, 5);      // sort 5 elements
            mid[i] = a[t+2];
        }
        else {      // less than 5 left
            sort(a, t, n-t);    // sort the rest
            mid[i] = a[t+(n-t-1)/2];
        }
    }
     
    int pivot = find(mid, 0, m, (m+1)/2);
     
    for (int i=0; i<n; i++) {        // find pivot location
        if (a[s+i] == pivot ) {
            swap(a, s+i, s+n-1);
            break;
        }
    }
     
    int pos = 0;
    for (int i=0; i<n-1; i++) {      // using pivot to part
        if ( a[s+i] < pivot ) {
            if ( i != pos )
                swap(a, s+i, s+pos);
            pos++;
        }
    }
    swap(a, s+pos, s+n-1);
     
    if ( pos == k-1 )
        return pivot;
    else if ( pos > k-1 )
        return find(a, s, pos, k);
    else
        return find(a, s+pos+1, n-pos-1, k-pos-1);
}

Quick Select:
http://ajeetsingh.org/2013/09/20/median-of-medians-find-kth-largest-element-from-a-large-un-sorted-array/
int findKthElement(int[] input, int K){
           int lo = 0, hi = input.length - 1;
           while (hi > lo) {
              int i = partition(input, lo, hi);
           if (i > k)
              hi = i - 1;
           else if (i < k)
              lo = i + 1;
           else
              return input[i];
        }
        return input[lo];
}
int partition(int[] input, int lo, int hi) {
          int i = lo;
          int j = hi + 1;
          int pivot = input[lo];
          while (true) {
             while (less(input[++i], pivot))
                 if (i == hi)
                        break;
             while (less(pivot, input[--j]))
                    if (j == lo)
                         break;
             if (i >= j)
                    break;
             exchange(input[i], input[j]);
          }
          exchange(input[lo], input[j]);
          return j;
 }
https://github.com/email4rohit/interview-java-algo/blob/master/MedianOfMedians.java
Read full article from Median of Medians

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