# Segment Tree | Set 2 (Range Minimum Query)

We have introduced segment tree with a simple example in the previous post. In this post, Range Minimum Query problem is discussed as another example where Segment Tree can be used. Following is problem statement.

We have an array arr[0 . . . n-1]. We should be able to efficiently find the minimum value from index qs (query start) to qe (query end) where 0 <= qs <= qe <= n-1.

## Recommended: Please solve it on “PRACTICE” first, before moving on to the solution.

A simple solution is to run a loop from qs to qe and find minimum element in given range. This solution takes O(n) time in worst case.

Another solution is to create a 2D array where an entry [i, j] stores the minimum value in range arr[i..j]. Minimum of a given range can now be calculated in O(1) time, but preprocessing takes O(n^2) time. Also, this approach needs O(n^2) extra space which may become huge for large input arrays.

Segment tree can be used to do preprocessing and query in moderate time. With segment tree, preprocessing time is O(n) and time to for range minimum query is O(Logn). The extra space required is O(n) to store the segment tree.

Representation of Segment trees
1. Leaf Nodes are the elements of the input array.
2. Each internal node represents minimum of all leaves under it.

An array representation of tree is used to represent Segment Trees. For each node at index i, the left child is at index 2*i+1, right child at 2*i+2 and the parent is at .

Construction of Segment Tree from given array
We start with a segment arr[0 . . . n-1]. and every time we divide the current segment into two halves(if it has not yet become a segment of length 1), and then call the same procedure on both halves, and for each such segment, we store the minimum value in a segment tree node.
All levels of the constructed segment tree will be completely filled except the last level. Also, the tree will be a Full Binary Tree because we always divide segments in two halves at every level. Since the constructed tree is always full binary tree with n leaves, there will be n-1 internal nodes. So total number of nodes will be 2*n – 1.
Height of the segment tree will be . Since the tree is represented using array and relation between parent and child indexes must be maintained, size of memory allocated for segment tree will be .

Query for minimum value of given range
Once the tree is constructed, how to do range minimum query using the constructed segment tree. Following is algorithm to get the minimum.

// qs --> query start index, qe --> query end index
int RMQ(node, qs, qe)
{
if range of node is within qs and qe
return value in node
else if range of node is completely outside qs and qe
return INFINITE
else
return min( RMQ(node's left child, qs, qe), RMQ(node's right child, qs, qe) )
}

Implementation:

## C++

 // C++ program for range minimum // query using segment tree  #include using namespace std;    // A utility function to get minimum of two numbers  int minVal(int x, int y) { return (x < y)? x: y; }     // A utility function to get the  // middle index from corner indexes.  int getMid(int s, int e) { return s + (e -s)/2; }     /* A recursive function to get the minimum value in a given range  of array indexes. The following  are parameters for this function.         st --> Pointer to segment tree      index --> Index of current node in the             segment tree. Initially 0 is             passed as root is always at index 0      ss & se --> Starting and ending indexes                  of the segment represented                  by current node, i.e., st[index]      qs & qe --> Starting and ending indexes of query range */ int RMQUtil(int *st, int ss, int se, int qs, int qe, int index)  {      // If segment of this node is a part      // of given range, then return      // the min of the segment      if (qs <= ss && qe >= se)          return st[index];         // If segment of this node     // is outside the given range      if (se < qs || ss > qe)          return INT_MAX;         // If a part of this segment     // overlaps with the given range      int mid = getMid(ss, se);      return minVal(RMQUtil(st, ss, mid, qs, qe, 2*index+1),                  RMQUtil(st, mid+1, se, qs, qe, 2*index+2));  }     // Return minimum of elements in range // from index qs (query start) to  // qe (query end). It mainly uses RMQUtil()  int RMQ(int *st, int n, int qs, int qe)  {      // Check for erroneous input values      if (qs < 0 || qe > n-1 || qs > qe)      {          cout<<"Invalid Input";          return -1;      }         return RMQUtil(st, 0, n-1, qs, qe, 0);  }     // A recursive function that constructs // Segment Tree for array[ss..se].  // si is index of current node in segment tree st  int constructSTUtil(int arr[], int ss, int se,                                 int *st, int si)  {      // If there is one element in array,     // store it in current node of      // segment tree and return      if (ss == se)      {          st[si] = arr[ss];          return arr[ss];      }         // If there are more than one elements,      // then recur for left and right subtrees      // and store the minimum of two values in this node      int mid = getMid(ss, se);      st[si] = minVal(constructSTUtil(arr, ss, mid, st, si*2+1),                      constructSTUtil(arr, mid+1, se, st, si*2+2));      return st[si];  }     /* Function to construct segment tree  from given array. This function allocates memory for segment tree and calls constructSTUtil() to  fill the allocated memory */ int *constructST(int arr[], int n)  {      // Allocate memory for segment tree         //Height of segment tree      int x = (int)(ceil(log2(n)));         // Maximum size of segment tree      int max_size = 2*(int)pow(2, x) - 1;         int *st = new int[max_size];         // Fill the allocated memory st      constructSTUtil(arr, 0, n-1, st, 0);         // Return the constructed segment tree      return st;  }     // Driver program to test above functions  int main()  {      int arr[] = {1, 3, 2, 7, 9, 11};      int n = sizeof(arr)/sizeof(arr[0]);         // Build segment tree from given array      int *st = constructST(arr, n);         int qs = 1; // Starting index of query range      int qe = 5; // Ending index of query range         // Print minimum value in arr[qs..qe]      cout<<"Minimum of values in range ["<

## C

 // C program for range minimum query using segment tree #include #include #include    // A utility function to get minimum of two numbers int minVal(int x, int y) { return (x < y)? x: y; }    // A utility function to get the middle index from corner indexes. int getMid(int s, int e) {  return s + (e -s)/2;  }    /*  A recursive function to get the minimum value in a given range      of array indexes. The following are parameters for this function.        st    --> Pointer to segment tree     index --> Index of current node in the segment tree. Initially               0 is passed as root is always at index 0     ss & se  --> Starting and ending indexes of the segment represented                   by current node, i.e., st[index]     qs & qe  --> Starting and ending indexes of query range */ int RMQUtil(int *st, int ss, int se, int qs, int qe, int index) {     // If segment of this node is a part of given range, then return     //  the min of the segment     if (qs <= ss && qe >= se)         return st[index];        // If segment of this node is outside the given range     if (se < qs || ss > qe)         return INT_MAX;        // If a part of this segment overlaps with the given range     int mid = getMid(ss, se);     return minVal(RMQUtil(st, ss, mid, qs, qe, 2*index+1),                   RMQUtil(st, mid+1, se, qs, qe, 2*index+2)); }    // Return minimum of elements in range from index qs (query start) to // qe (query end).  It mainly uses RMQUtil() int RMQ(int *st, int n, int qs, int qe) {     // Check for erroneous input values     if (qs < 0 || qe > n-1 || qs > qe)     {         printf("Invalid Input");         return -1;     }        return RMQUtil(st, 0, n-1, qs, qe, 0); }    // A recursive function that constructs Segment Tree for array[ss..se]. // si is index of current node in segment tree st int constructSTUtil(int arr[], int ss, int se, int *st, int si) {     // If there is one element in array, store it in current node of     // segment tree and return     if (ss == se)     {         st[si] = arr[ss];         return arr[ss];     }        // If there are more than one elements, then recur for left and     // right subtrees and store the minimum of two values in this node     int mid = getMid(ss, se);     st[si] =  minVal(constructSTUtil(arr, ss, mid, st, si*2+1),                      constructSTUtil(arr, mid+1, se, st, si*2+2));     return st[si]; }    /* Function to construct segment tree from given array. This function    allocates memory for segment tree and calls constructSTUtil() to    fill the allocated memory */ int *constructST(int arr[], int n) {     // Allocate memory for segment tree        //Height of segment tree     int x = (int)(ceil(log2(n)));         // Maximum size of segment tree     int max_size = 2*(int)pow(2, x) - 1;         int *st = new int[max_size];         // Fill the allocated memory st     constructSTUtil(arr, 0, n-1, st, 0);        // Return the constructed segment tree     return st; }    // Driver program to test above functions int main() {     int arr[] = {1, 3, 2, 7, 9, 11};     int n = sizeof(arr)/sizeof(arr[0]);        // Build segment tree from given array     int *st = constructST(arr, n);        int qs = 1;  // Starting index of query range     int qe = 5;  // Ending index of query range        // Print minimum value in arr[qs..qe]     printf("Minimum of values in range [%d, %d] is = %d\n",                            qs, qe, RMQ(st, n, qs, qe));        return 0; }

## Java

 // Program for range minimum query using segment tree class SegmentTreeRMQ {     int st[]; //array to store segment tree        // A utility function to get minimum of two numbers     int minVal(int x, int y) {         return (x < y) ? x : y;     }        // A utility function to get the middle index from corner     // indexes.     int getMid(int s, int e) {         return s + (e - s) / 2;     }        /*  A recursive function to get the minimum value in a given         range of array indexes. The following are parameters for         this function.            st    --> Pointer to segment tree         index --> Index of current node in the segment tree. Initially                    0 is passed as root is always at index 0         ss & se  --> Starting and ending indexes of the segment                      represented by current node, i.e., st[index]         qs & qe  --> Starting and ending indexes of query range */     int RMQUtil(int ss, int se, int qs, int qe, int index)     {         // If segment of this node is a part of given range, then         // return the min of the segment         if (qs <= ss && qe >= se)             return st[index];            // If segment of this node is outside the given range         if (se < qs || ss > qe)             return Integer.MAX_VALUE;            // If a part of this segment overlaps with the given range         int mid = getMid(ss, se);         return minVal(RMQUtil(ss, mid, qs, qe, 2 * index + 1),                 RMQUtil(mid + 1, se, qs, qe, 2 * index + 2));     }        // Return minimum of elements in range from index qs (query     // start) to qe (query end).  It mainly uses RMQUtil()     int RMQ(int n, int qs, int qe)     {         // Check for erroneous input values         if (qs < 0 || qe > n - 1 || qs > qe) {             System.out.println("Invalid Input");             return -1;         }            return RMQUtil(0, n - 1, qs, qe, 0);     }        // A recursive function that constructs Segment Tree for     // array[ss..se]. si is index of current node in segment tree st     int constructSTUtil(int arr[], int ss, int se, int si)     {         // If there is one element in array, store it in current         //  node of segment tree and return         if (ss == se) {             st[si] = arr[ss];             return arr[ss];         }            // If there are more than one elements, then recur for left and         // right subtrees and store the minimum of two values in this node         int mid = getMid(ss, se);         st[si] = minVal(constructSTUtil(arr, ss, mid, si * 2 + 1),                 constructSTUtil(arr, mid + 1, se, si * 2 + 2));         return st[si];     }        /* Function to construct segment tree from given array. This function        allocates memory for segment tree and calls constructSTUtil() to        fill the allocated memory */     void constructST(int arr[], int n)     {         // Allocate memory for segment tree            //Height of segment tree         int x = (int) (Math.ceil(Math.log(n) / Math.log(2)));            //Maximum size of segment tree         int max_size = 2 * (int) Math.pow(2, x) - 1;         st = new int[max_size]; // allocate memory            // Fill the allocated memory st         constructSTUtil(arr, 0, n - 1, 0);     }        // Driver program to test above functions     public static void main(String args[])      {         int arr[] = {1, 3, 2, 7, 9, 11};         int n = arr.length;         SegmentTreeRMQ tree = new SegmentTreeRMQ();            // Build segment tree from given array         tree.constructST(arr, n);            int qs = 1;  // Starting index of query range         int qe = 5;  // Ending index of query range            // Print minimum value in arr[qs..qe]         System.out.println("Minimum of values in range [" + qs + ", "                            + qe + "] is = " + tree.RMQ(n, qs, qe));     } } // This code is contributed by Ankur Narain Verma

## Python3

 # Python3 program for range minimum  # query using segment tree  import sys; from math import ceil,log2;    INT_MAX = sys.maxsize;    # A utility function to get  # minimum of two numbers  def minVal(x, y) :     return x if (x < y) else y;     # A utility function to get the  # middle index from corner indexes.  def getMid(s, e) :     return s + (e - s) // 2;     """ A recursive function to get the  minimum value in a given range  of array indexes. The following  are parameters for this function.         st --> Pointer to segment tree      index --> Index of current node in the          segment tree. Initially 0 is          passed as root is always at index 0      ss & se --> Starting and ending indexes                  of the segment represented                  by current node, i.e., st[index]      qs & qe --> Starting and ending indexes of query range """ def RMQUtil( st, ss, se, qs, qe, index) :        # If segment of this node is a part      # of given range, then return      # the min of the segment      if (qs <= ss and qe >= se) :         return st[index];         # If segment of this node      # is outside the given range      if (se < qs or ss > qe) :         return INT_MAX;         # If a part of this segment      # overlaps with the given range      mid = getMid(ss, se);      return minVal(RMQUtil(st, ss, mid, qs,                            qe, 2 * index + 1),                    RMQUtil(st, mid + 1, se,                           qs, qe, 2 * index + 2));     # Return minimum of elements in range  # from index qs (query start) to  # qe (query end). It mainly uses RMQUtil()  def RMQ( st, n, qs, qe) :         # Check for erroneous input values      if (qs < 0 or qe > n - 1 or qs > qe) :                print("Invalid Input");          return -1;             return RMQUtil(st, 0, n - 1, qs, qe, 0);     # A recursive function that constructs  # Segment Tree for array[ss..se].  # si is index of current node in segment tree st  def constructSTUtil(arr, ss, se, st, si) :        # If there is one element in array,      # store it in current node of      # segment tree and return      if (ss == se) :            st[si] = arr[ss];          return arr[ss];         # If there are more than one elements,      # then recur for left and right subtrees      # and store the minimum of two values in this node      mid = getMid(ss, se);      st[si] = minVal(constructSTUtil(arr, ss, mid,                                     st, si * 2 + 1),                     constructSTUtil(arr, mid + 1, se,                                     st, si * 2 + 2));             return st[si];     """Function to construct segment tree  from given array. This function allocates  memory for segment tree and calls constructSTUtil() to fill the allocated memory """ def constructST( arr, n) :        # Allocate memory for segment tree         # Height of segment tree      x = (int)(ceil(log2(n)));         # Maximum size of segment tree      max_size = 2 * (int)(2**x) - 1;          st = [0] * (max_size);         # Fill the allocated memory st      constructSTUtil(arr, 0, n - 1, st, 0);         # Return the constructed segment tree      return st;     # Driver Code if __name__ == "__main__" :         arr = [1, 3, 2, 7, 9, 11];      n = len(arr);         # Build segment tree from given array      st = constructST(arr, n);         qs = 1; # Starting index of query range      qe = 5; # Ending index of query range         # Print minimum value in arr[qs..qe]      print("Minimum of values in range [", qs,            ",", qe, "]", "is =", RMQ(st, n, qs, qe));     # This code is contributed by AnkitRai01

## C#

 // C# Program for range minimum  // query using segment tree using System;        public class SegmentTreeRMQ {     int []st; //array to store segment tree        // A utility function to      // get minimum of two numbers     int minVal(int x, int y)      {         return (x < y) ? x : y;     }        // A utility function to get the     //  middle index from corner indexes.     int getMid(int s, int e)      {         return s + (e - s) / 2;     }        /* A recursive function to get         the minimum value in a given         range of array indexes.          The following are parameters for         this function.            st --> Pointer to segment tree         index --> Index of current node in the          segment tree. Initially 0 is passed          as root is always at index 0         ss & se --> Starting and ending indexes of the segment                     represented by current node, i.e., st[index]         qs & qe --> Starting and ending indexes of query range */     int RMQUtil(int ss, int se, int qs, int qe, int index)     {         // If segment of this node is a          // part of given range, then         // return the min of the segment         if (qs <= ss && qe >= se)             return st[index];            // If segment of this node         // is outside the given range         if (se < qs || ss > qe)             return int.MaxValue;            // If a part of this segment          // overlaps with the given range         int mid = getMid(ss, se);         return minVal(RMQUtil(ss, mid, qs, qe, 2 * index + 1),                 RMQUtil(mid + 1, se, qs, qe, 2 * index + 2));     }        // Return minimum of elements      // in range from index qs (query     // start) to qe (query end).     // It mainly uses RMQUtil()     int RMQ(int n, int qs, int qe)     {         // Check for erroneous input values         if (qs < 0 || qe > n - 1 || qs > qe)          {             Console.WriteLine("Invalid Input");             return -1;         }            return RMQUtil(0, n - 1, qs, qe, 0);     }        // A recursive function that      // constructs Segment Tree for     // array[ss..se]. si is index      // of current node in segment tree st     int constructSTUtil(int []arr, int ss, int se, int si)     {         // If there is one element in array,          // store it in current node of          // segment tree and return         if (ss == se)          {             st[si] = arr[ss];             return arr[ss];         }            // If there are more than one elements,         // then recur for left and right subtrees         // and store the minimum of two values in this node         int mid = getMid(ss, se);         st[si] = minVal(constructSTUtil(arr, ss, mid, si * 2 + 1),                 constructSTUtil(arr, mid + 1, se, si * 2 + 2));         return st[si];     }        /* Function to construct segment      tree from given array. This function     allocates memory for segment tree      and calls constructSTUtil() to     fill the allocated memory */     void constructST(int []arr, int n)     {         // Allocate memory for segment tree            // Height of segment tree         int x = (int) (Math.Ceiling(Math.Log(n) / Math.Log(2)));            // Maximum size of segment tree         int max_size = 2 * (int) Math.Pow(2, x) - 1;         st = new int[max_size]; // allocate memory            // Fill the allocated memory st         constructSTUtil(arr, 0, n - 1, 0);     }        // Driver code     public static void Main()      {         int []arr = {1, 3, 2, 7, 9, 11};         int n = arr.Length;         SegmentTreeRMQ tree = new SegmentTreeRMQ();            // Build segment tree from given array         tree.constructST(arr, n);            int qs = 1; // Starting index of query range         int qe = 5; // Ending index of query range            // Print minimum value in arr[qs..qe]         Console.WriteLine("Minimum of values in range [" + qs + ", "                         + qe + "] is = " + tree.RMQ(n, qs, qe));     } }    /* This code contributed by PrinciRaj1992 */

Output:

Minimum of values in range [1, 5] is = 2

Time Complexity:
Time Complexity for tree construction is O(n). There are total 2n-1 nodes, and value of every node is calculated only once in tree construction.

Time complexity to query is O(Logn). To query a range minimum, we process at most two nodes at every level and number of levels is O(Logn).

Please refer following links for more solutions to range minimum query problem.
https://www.geeksforgeeks.org/range-minimum-query-for-static-array/
http://community.topcoder.com/tc?module=Static&d1=tutorials&d2=lowestCommonAncestor#Range_Minimum_Query_(RMQ)
http://wcipeg.com/wiki/Range_minimum_query

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