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Number of Binary Strings of length N with K adjacent Set Bits

Given n                 and k                 . The task is to find the number of binary strings of length n out of 2n such that they satisfy f(bit string) = k. 
Where, 

f(x) = Number of times a set bit is adjacent to 
another set bit in a binary string x.
For Example:
f(011101101) = 3
f(010100000) = 0
f(111111111) = 8

Examples

Input : n = 5, k = 2
Output : 6
Explanation
There are 6 ways to form bit strings of length 5
such that f(bit string s) = 2,
These possible strings are:-
00111, 01110, 10111, 11011, 11100, 11101

Method 1 (Brute Force): 

The simplest approach is to solve the problem recursively, by passing the current index, the value of f(bit string) formed till current index and the last bit we placed in the binary string formed till (current index – 1). If we reach the index where current index = n and the value of f(bit string) = k then we count this way else we dont.

Below is the implementation of the brute force approach:

C++




// C++ program to find the number of Bit Strings
// of length N with K adjacent set bits
 
#include <bits/stdc++.h>
using namespace std;
 
// Function to find the number of Bit Strings
// of length N with K adjacent set bits
int waysToKAdjacentSetBits(int n, int k, int currentIndex,
                           int adjacentSetBits, int lastBit)
{
 
    /* Base Case when we form bit string of length n */
    if (currentIndex == n) {
 
        // if f(bit string) = k, count this way
        if (adjacentSetBits == k)
            return 1;
        return 0;
    }
 
    int noOfWays = 0;
 
    /* Check if the last bit was set,
    if it was set then call for
    next index by incrementing the
    adjacent bit count else just call
    the next index with same value of
    adjacent bit count and either set the
    bit at current index or let it remain
    unset */
 
    if (lastBit == 1) {
        // set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                              adjacentSetBits + 1, 1);
        // unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k,currentIndex + 1,
                                                 adjacentSetBits, 0);
    }
    else if (!lastBit) {
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                                adjacentSetBits, 1);
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                                 adjacentSetBits, 0);
    }
 
    return noOfWays;
}
 
// Driver Code
int main()
{
    int n = 5, k = 2;
 
    /* total ways = (ways by placing 1st bit as 1 +
                    ways by placing 1st bit as 0) */
    int totalWays = waysToKAdjacentSetBits(n, k, 1, 0, 1)
                    + waysToKAdjacentSetBits(n, k, 1, 0, 0);
 
    cout << "Number of ways = " << totalWays << "\n";
 
    return 0;
}


Java




// Java program to find the number of Bit Strings
// of length N with K adjacent set bits
 
import java.util.*;
 
class solution
{
 
// Function to find the number of Bit Strings
// of length N with K adjacent set bits
static int waysToKAdjacentSetBits(int n, int k, int currentIndex,
                        int adjacentSetBits, int lastBit)
{
 
    // Base Case when we form bit string of length n
    if (currentIndex == n) {
 
        // if f(bit string) = k, count this way
        if (adjacentSetBits == k)
            return 1;
        return 0;
    }
 
    int noOfWays = 0;
 
    /* Check if the last bit was set,
    if it was set then call for
    next index by incrementing the
    adjacent bit count else just call
    the next index with same value of
    adjacent bit count and either set the
    bit at current index or let it remain
    unset */
 
    if (lastBit == 1) {
        // set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                            adjacentSetBits + 1, 1);
        // unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k,currentIndex + 1,
                                                adjacentSetBits, 0);
    }
    else if (lastBit == 0) {
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                                adjacentSetBits, 1);
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                                adjacentSetBits, 0);
    }
 
    return noOfWays;
}
 
// Driver Code
public static void main(String args[])
{
    int n = 5, k = 2;
 
    /* total ways = (ways by placing 1st bit as 1 +
                    ways by placing 1st bit as 0) */
    int totalWays = waysToKAdjacentSetBits(n, k, 1, 0, 1)
                    + waysToKAdjacentSetBits(n, k, 1, 0, 0);
 
    System.out.println("Number of ways = "+totalWays);
 
}
}
 
//This code is contributed by
// Surendra _Gangwar


Python 3




# Python 3 program to find the number of Bit
# Strings of length N with K adjacent set bits
 
# Function to find the number of Bit Strings
# of length N with K adjacent set bits
def waysToKAdjacentSetBits(n, k, currentIndex,
                           adjacentSetBits, lastBit):
 
    # Base Case when we form bit string of length n
    if (currentIndex == n):
     
        # if f(bit string) = k, count this way
        if (adjacentSetBits == k):
            return 1;
        return 0
         
    noOfWays = 0
 
    # Check if the last bit was set, if it was set
    # then call for next index by incrementing the
    # adjacent bit count else just call the next
    # index with same value of adjacent bit count
    # and either set the bit at current index or
    # let it remain unset
    if (lastBit == 1):
         
        # set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                           adjacentSetBits + 1, 1);
        # unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k,currentIndex + 1,
                                           adjacentSetBits, 0);
                                                 
    elif (lastBit != 1):
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                               adjacentSetBits, 1);
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                               adjacentSetBits, 0);
     
    return noOfWays;
 
# Driver Code
n = 5; k = 2;
 
# total ways = (ways by placing 1st bit as 1 +
#                ways by placing 1st bit as 0)
totalWays = (waysToKAdjacentSetBits(n, k, 1, 0, 1) +
             waysToKAdjacentSetBits(n, k, 1, 0, 0));
 
print("Number of ways =", totalWays);
 
# This code is contributed by Akanksha Rai


C#




// C# program to find the number of Bit Strings
// of length N with K adjacent set bits
using System;
 
class GFG
{
// Function to find the number of Bit Strings
// of length N with K adjacent set bits
static int waysToKAdjacentSetBits(int n, int k, int currentIndex,
                                  int adjacentSetBits, int lastBit)
{
 
    /* Base Case when we form bit
    string of length n */
    if (currentIndex == n)
    {
 
        // if f(bit string) = k, count this way
        if (adjacentSetBits == k)
            return 1;
        return 0;
    }
 
    int noOfWays = 0;
 
    /* Check if the last bit was set, if it was
    set then call for next index by incrementing
    the adjacent bit count else just call the next
    index with same value of adjacent bit count and
    either set the bit at current index or let it
    remain unset */
    if (lastBit == 1)
    {
        // set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                            adjacentSetBits + 1, 1);
        // unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k,currentIndex + 1,
                                                adjacentSetBits, 0);
    }
    else if (lastBit != 1)
    {
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                                adjacentSetBits, 1);
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                                adjacentSetBits, 0);
    }
 
    return noOfWays;
}
 
// Driver Code
public static void Main()
{
    int n = 5, k = 2;
 
    /* total ways = (ways by placing 1st bit as 1 +
                    ways by placing 1st bit as 0) */
    int totalWays = waysToKAdjacentSetBits(n, k, 1, 0, 1) +
                    waysToKAdjacentSetBits(n, k, 1, 0, 0);
 
    Console.WriteLine("Number of ways = " + totalWays);
}
}
 
// This code is contributed
// by Akanksha Rai


Javascript




<script>
 
// Javascript program to find the number of Bit Strings
// of length N with K adjacent set bits
 
// Function to find the number of Bit Strings
// of length N with K adjacent set bits
function waysToKAdjacentSetBits(n, k, currentIndex,
                           adjacentSetBits, lastBit)
{
 
    /* Base Case when we form bit string of length n */
    if (currentIndex == n) {
 
        // if f(bit string) = k, count this way
        if (adjacentSetBits == k)
            return 1;
        return 0;
    }
 
    let noOfWays = 0;
 
    /* Check if the last bit was set,
    if it was set then call for
    next index by incrementing the
    adjacent bit count else just call
    the next index with same value of
    adjacent bit count and either set the
    bit at current index or let it remain
    unset */
 
    if (lastBit == 1) {
        // set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                              adjacentSetBits + 1, 1);
        // unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(n, k,currentIndex + 1,
                                                 adjacentSetBits, 0);
    }
    else if (!lastBit) {
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                                adjacentSetBits, 1);
        noOfWays += waysToKAdjacentSetBits(n, k, currentIndex + 1,
                                                 adjacentSetBits, 0);
    }
 
    return noOfWays;
}
 
// Driver Code
    let n = 5, k = 2;
 
    /* total ways = (ways by placing 1st bit as 1 +
                    ways by placing 1st bit as 0) */
    let totalWays = waysToKAdjacentSetBits(n, k, 1, 0, 1)
                    + waysToKAdjacentSetBits(n, k, 1, 0, 0);
 
    document.write("Number of ways = " + totalWays);
 
</script>


PHP




<?php
// PHP program to find the number of
// Bit Strings of length N with K
// adjacent set bits
 
// Function to find the number of Bit Strings
// of length N with K adjacent set bits
function waysToKAdjacentSetBits($n, $k, $currentIndex,
                           $adjacentSetBits, $lastBit)
{
 
    /* Base Case when we form bit
       string of length n */
    if ($currentIndex == $n)
    {
 
        // if f(bit string) = k, count this way
        if ($adjacentSetBits == $k)
            return 1;
        return 0;
    }
 
    $noOfWays = 0;
 
    /* Check if the last bit was set, if it
    was set then call for next index by
    incrementing the adjacent bit count else
    just call the next index with same value
    of adjacent bit count and either set the
    bit at current index or let it remain
    unset */
 
    if ($lastBit == 1)
    {
        // set the bit at currentIndex
        $noOfWays += waysToKAdjacentSetBits($n, $k, $currentIndex + 1,
                                            $adjacentSetBits + 1, 1);
        // unset the bit at currentIndex
        $noOfWays += waysToKAdjacentSetBits($n, $k,$currentIndex + 1,
                                                $adjacentSetBits, 0);
    }
    else if (!$lastBit)
    {
        $noOfWays += waysToKAdjacentSetBits($n, $k, $currentIndex + 1,
                                                $adjacentSetBits, 1);
        $noOfWays += waysToKAdjacentSetBits($n, $k, $currentIndex + 1,
                                                $adjacentSetBits, 0);
    }
 
    return $noOfWays;
}
 
// Driver Code
$n = 5;
$k = 2;
 
/* total ways = (ways by placing 1st bit as 1 +
                ways by placing 1st bit as 0) */
$totalWays = waysToKAdjacentSetBits($n, $k, 1, 0, 1) +
             waysToKAdjacentSetBits($n, $k, 1, 0, 0);
 
echo "Number of ways = ", $totalWays, "\n";
 
// This code is contributed by ajit
?>


Output

Number of ways = 6



Method 2 (efficient): In method 1, there are overlapping subproblems to remove for which we can apply Dynamic Programming (Memoization). 

To optimize method 1, we can apply memoization to the above recursive solution such that, 

DP[i][j][k] = Number of  ways to form bit string of length i with 
f(bit string till i) = j where the last bit is k,
which can be 0 or 1 depending on whether the
last bit was set or not

Below is the implementation of the efficient approach: 

C++




// C++ program to find the number of Bit Strings
// of length N with K adjacent set bits
 
#include <bits/stdc++.h>
using namespace std;
 
#define MAX 1000
 
// Function to find the number of Bit Strings
// of length N with K adjacent set bits
int waysToKAdjacentSetBits(int dp[][MAX][2], int n, int k,
                           int currentIndex, int adjacentSetBits, int lastBit)
{
    /* Base Case when we form bit
       string of length n */
    if (currentIndex == n) {
 
        // if f(bit string) = k, count this way
        if (adjacentSetBits == k)
            return 1;
        return 0;
    }
 
    if (dp[currentIndex][adjacentSetBits][lastBit] != -1) {
 
        return dp[currentIndex][adjacentSetBits][lastBit];
    }
 
    int noOfWays = 0;
 
    /* Check if the last bit was set,
    if it was set then call for
    next index by incrementing the
    adjacent bit count else just call
    the next index with same value of
    adjacent bit count and either set the
    bit at current index or let it remain
    unset */
 
    if (lastBit == 1) {
        // set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1,
                                                 adjacentSetBits + 1, 1);
 
        // unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1,
                                                    adjacentSetBits, 0);
    }
 
    else if (!lastBit) {
        noOfWays += waysToKAdjacentSetBits(dp, n, k,  currentIndex + 1,
                                                     adjacentSetBits, 1);
 
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1,
                                                   adjacentSetBits, 0);
    }
 
    dp[currentIndex][adjacentSetBits][lastBit] = noOfWays;
 
    return noOfWays;
}
 
// Driver Code
int main()
{
    int n = 5, k = 2;
 
    /* dp[i][j][k] represents bit strings of length i
    with f(bit string) = j and last bit as k */
    int dp[MAX][MAX][2];
    memset(dp, -1, sizeof(dp));
 
    /* total ways = (ways by placing 1st bit as 1 +
                    ways by placing 1st bit as 0) */
    int totalWays = waysToKAdjacentSetBits(dp, n, k, 1, 0, 1)
                    + waysToKAdjacentSetBits(dp, n, k, 1, 0, 0);
 
    cout << "Number of ways = " << totalWays << "\n";
 
    return 0;
}


Java




// Java program to find the number of Bit Strings
// of length N with K adjacent set bits
class solution
{
  
static final int  MAX=1000;
  
// Function to find the number of Bit Strings
// of length N with K adjacent set bits
static int waysToKAdjacentSetBits(int dp[][][], int n, int k,
                           int currentIndex, int adjacentSetBits, int lastBit)
{
    /* Base Case when we form bit
       string of length n */
    if (currentIndex == n) {
  
        // if f(bit string) = k, count this way
        if (adjacentSetBits == k)
            return 1;
        return 0;
    }
  
    if (dp[currentIndex][adjacentSetBits][lastBit] != -1) {
  
        return dp[currentIndex][adjacentSetBits][lastBit];
    }
  
    int noOfWays = 0;
  
    /* Check if the last bit was set,
    if it was set then call for
    next index by incrementing the
    adjacent bit count else just call
    the next index with same value of
    adjacent bit count and either set the
    bit at current index or let it remain
    unset */
  
    if (lastBit == 1) {
        // set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1,
                                                 adjacentSetBits + 1, 1);
  
        // unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1,
                                                    adjacentSetBits, 0);
    }
  
    else if (lastBit==0) {
        noOfWays += waysToKAdjacentSetBits(dp, n, k,  currentIndex + 1,
                                                     adjacentSetBits, 1);
  
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1,
                                                   adjacentSetBits, 0);
    }
  
    dp[currentIndex][adjacentSetBits][lastBit] = noOfWays;
  
    return noOfWays;
}
  
// Driver Code
public static void main(String args[])
{
    int n = 5, k = 2;
  
    /* dp[i][j][k] represents bit strings of length i
    with f(bit string) = j and last bit as k */
    int dp[][][]= new int[MAX][MAX][2];
     
    //initialize the dp
    for(int i=0;i<MAX;i++)
        for(int j=0;j<MAX;j++)
            for(int k1=0;k1<2;k1++)
            dp[i][j][k1]=-1;
         
  
    /* total ways = (ways by placing 1st bit as 1 +
                    ways by placing 1st bit as 0) */
    int totalWays = waysToKAdjacentSetBits(dp, n, k, 1, 0, 1)
                    + waysToKAdjacentSetBits(dp, n, k, 1, 0, 0);
  
    System.out.print( "Number of ways = " + totalWays + "\n");
}
}


Python3




# Python3 program to find the number of Bit Strings
# of length N with K adjacent set bits
 
MAX = 1000
  
# Function to find the number of Bit Strings
# of length N with K adjacent set bits
def waysToKAdjacentSetBits(dp, n, k, currentIndex, adjacentSetBits, lastBit):
    """ Base Case when we form bit
       string of length n """
    if currentIndex == n:
        # if f(bit string) = k, count this way
        if adjacentSetBits == k:
            return 1
        return 0
  
    if dp[currentIndex][adjacentSetBits][lastBit] != -1:
        return dp[currentIndex][adjacentSetBits][lastBit]
  
    noOfWays = 0
  
    """ Check if the last bit was set,
    if it was set then call for
    next index by incrementing the
    adjacent bit count else just call
    the next index with same value of
    adjacent bit count and either set the
    bit at current index or let it remain
    unset """
  
    if lastBit == 1:
        # set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1, adjacentSetBits + 1, 1)
  
        # unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1, adjacentSetBits, 0)
  
    elif not lastBit:
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1, adjacentSetBits, 1)
  
        noOfWays += waysToKAdjacentSetBits(dp, n, k, currentIndex + 1, adjacentSetBits, 0)
  
    dp[currentIndex][adjacentSetBits][lastBit] = noOfWays
  
    return noOfWays
 
n, k = 5, 2
  
""" dp[i][j][k] represents bit strings of length i
with f(bit string) = j and last bit as k """
dp = [[[-1 for i in range(2)] for i in range(MAX)] for j in range(MAX)]
""" total ways = (ways by placing 1st bit as 1 +
                ways by placing 1st bit as 0) """
totalWays = waysToKAdjacentSetBits(dp, n, k, 1, 0, 1) + waysToKAdjacentSetBits(dp, n, k, 1, 0, 0)
print( "Number of ways =", totalWays)
 
# This code is contributed by decode2207.


C#




using System;
                 
// C# program to find the number
// of Bit Strings of length N
// with K adjacent set bits
class GFG
{
 
static readonly int MAX=1000;
 
// Function to find the number
// of Bit Strings of length N
// with K adjacent set bits
static int waysToKAdjacentSetBits(int [,,]dp,
                            int n, int k,
                            int currentIndex,
                            int adjacentSetBits,
                            int lastBit)
{
    /* Base Case when we form bit
    string of length n */
    if (currentIndex == n)
    {
 
        // if f(bit string) = k, count this way
        if (adjacentSetBits == k)
            return 1;
        return 0;
    }
 
    if (dp[currentIndex, adjacentSetBits,
                            lastBit] != -1)
    {
 
        return dp[currentIndex,
        adjacentSetBits, lastBit];
    }
 
    int noOfWays = 0;
 
    /* Check if the last bit was set,
    if it was set then call for
    next index by incrementing the
    adjacent bit count else just call
    the next index with same value of
    adjacent bit count and either set the
    bit at current index or let it remain
    unset */
 
    if (lastBit == 1)
    {
         
        // set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n,
                                k, currentIndex + 1,
                                adjacentSetBits + 1, 1);
 
        // unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n,
                                k, currentIndex + 1,
                                adjacentSetBits, 0);
    }
 
    else if (lastBit==0)
    {
        noOfWays += waysToKAdjacentSetBits(dp,
                                n, k, currentIndex + 1,
                                adjacentSetBits, 1);
 
        noOfWays += waysToKAdjacentSetBits(dp,
                                n, k, currentIndex + 1,
                                adjacentSetBits, 0);
    }
 
    dp[currentIndex,adjacentSetBits,lastBit] = noOfWays;
 
    return noOfWays;
}
 
// Driver Code
public static void Main(String []args)
{
    int n = 5, k = 2;
 
    /* dp[i,j,k] represents bit strings
    of length i with f(bit string) = j
    and last bit as k */
    int [,,]dp = new int[MAX, MAX, 2];
     
    // initialize the dp
    for(int i = 0; i < MAX; i++)
        for(int j = 0; j < MAX; j++)
            for(int k1 = 0; k1 < 2; k1++)
                dp[i, j, k1]=-1;
         
 
    /* total ways = (ways by placing 1st bit as 1 +
                    ways by placing 1st bit as 0) */
    int totalWays = waysToKAdjacentSetBits(dp, n, k, 1, 0, 1)
                    + waysToKAdjacentSetBits(dp, n, k, 1, 0, 0);
 
    Console.Write( "Number of ways = " + totalWays + "\n");
}
}
 
// This code is contributed by PrinciRaj1992


Javascript




<script>
 
// JavaScript program to find the number of Bit Strings
// of length N with K adjacent set bits
 
var MAX = 1000;
 
// Function to find the number of Bit Strings
// of length N with K adjacent set bits
function waysToKAdjacentSetBits(dp, n, k,
currentIndex, adjacentSetBits, lastBit)
{
    /* Base Case when we form bit
       string of length n */
    if (currentIndex == n) {
 
        // if f(bit string) = k, count this way
        if (adjacentSetBits == k)
            return 1;
        return 0;
    }
 
    if (dp[currentIndex][adjacentSetBits][lastBit] != -1) {
 
        return dp[currentIndex][adjacentSetBits][lastBit];
    }
 
    var noOfWays = 0;
 
    /* Check if the last bit was set,
    if it was set then call for
    next index by incrementing the
    adjacent bit count else just call
    the next index with same value of
    adjacent bit count and either set the
    bit at current index or let it remain
    unset */
 
    if (lastBit == 1) {
        // set the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n, k,
        currentIndex + 1, adjacentSetBits + 1, 1);
 
        // unset the bit at currentIndex
        noOfWays += waysToKAdjacentSetBits(dp, n, k,
        currentIndex + 1, adjacentSetBits, 0);
    }
 
    else if (!lastBit) {
        noOfWays += waysToKAdjacentSetBits(dp, n, k, 
        currentIndex + 1, adjacentSetBits, 1);
 
        noOfWays += waysToKAdjacentSetBits(dp, n, k,
        currentIndex + 1, adjacentSetBits, 0);
    }
 
    dp[currentIndex][adjacentSetBits][lastBit] = noOfWays;
 
    return noOfWays;
}
 
// Driver Code
 
var n = 5, k = 2;
 
/* dp[i][j][k] represents bit strings of length i
with f(bit string) = j and last bit as k */
var dp = Array.from(Array(MAX), ()=>Array(MAX));
for(var i =0; i<MAX; i++)
        for(var j =0; j<MAX; j++)
            dp[i][j] = new Array(2).fill(-1);
/* total ways = (ways by placing 1st bit as 1 +
                ways by placing 1st bit as 0) */
var totalWays = waysToKAdjacentSetBits(dp, n, k, 1, 0, 1)
                + waysToKAdjacentSetBits(dp, n, k, 1, 0, 0);
document.write( "Number of ways = " + totalWays + "<br>");
 
 
</script>


Output

Number of ways = 6



Efficient approach : Using DP Tabulation method ( Iterative approach )

The approach to solve this problem is same but DP tabulation(bottom-up) method is better then Dp + memoization(top-down) because memoization method needs extra stack space of recursion calls.

Steps to solve this problem :

  • Create a DP to store the solution of the subproblems and initialize it with 0.
  • Initializing the base case, when length of bit string is 1
       dp[1][0][1] = 1;
       dp[1][0][0] = 1;
  • Now Iterate over subproblems to get the value of current problem form previous computation of subproblems stored in DP.
  • Now create a variable totalWays where totalWays =  dp[n][k][0] + dp[n][k][1].
  • Return the final solution stored in totalWays.

Implementation :

C++




// C++ program to find the number of Bit Strings
// of length N with K adjacent set bits
 
#include <bits/stdc++.h>
using namespace std;
 
#define MAX 1000
 
// Function to find the number of Bit Strings
// of length N with K adjacent set bits
int waysToKAdjacentSetBits(int n, int k) {
    // dp[i][j][k] represents bit strings of length i
    // with f(bit string) = j and last bit as k
    int dp[MAX][MAX][2];
    memset(dp, 0, sizeof(dp));
     
    // Initializing the base case
    // when length of bit string is 1
    dp[1][0][1] = 1;
    dp[1][0][0] = 1;
     
    // Filling up the DP Table
    for(int i = 2; i <= n; i++) {
        for(int j = 0; j <= k; j++) {
            dp[i][j][0] = dp[i-1][j][0] + dp[i-1][j][1];
            if(j > 0) {
                dp[i][j][1] = dp[i-1][j-1][0];
            }
            dp[i][j][1] += dp[i-1][j][1];
        }
    }
     
    // Total number of ways
    int totalWays = dp[n][k][0] + dp[n][k][1];
    return totalWays;
}
 
// Driver Code
int main() {
    int n = 5, k = 2;
    int totalWays = waysToKAdjacentSetBits(n, k);
    cout << "Number of ways = " << totalWays << "\n";
    return 0;
}


Java




// Java program to find the number of Bit Strings
// of length N with K adjacent set bits
 
import java.util.Arrays;
 
public class Main {
static final int MAX = 1000;
  // Function to find the number of Bit Strings
// of length N with K adjacent set bits
static int waysToKAdjacentSetBits(int n, int k) {
    // dp[i][j][k] represents bit strings of length i
    // with f(bit string) = j and last bit as k
    int[][][] dp = new int[MAX][MAX][2];
    for (int[][] array2D : dp) {
        for (int[] array1D : array2D) {
            Arrays.fill(array1D, 0);
        }
    }
 
    // Initializing the base case
    // when length of bit string is 1
    dp[1][0][1] = 1;
    dp[1][0][0] = 1;
 
    // Filling up the DP Table
    for (int i = 2; i <= n; i++) {
        for (int j = 0; j <= k; j++) {
            dp[i][j][0] = dp[i - 1][j][0] + dp[i - 1][j][1];
            if (j > 0) {
                dp[i][j][1] = dp[i - 1][j - 1][0];
            }
            dp[i][j][1] += dp[i - 1][j][1];
        }
    }
 
    // Total number of ways
    int totalWays = dp[n][k][0] + dp[n][k][1];
    return totalWays;
}
 
// Driver Code
public static void main(String[] args) {
    int n = 5, k = 2;
    int totalWays = waysToKAdjacentSetBits(n, k);
    System.out.println("Number of ways = " + totalWays);
}
}


Python3




# Function to find the number of Bit Strings
# of length N with K adjacent set bits
def waysToKAdjacentSetBits(n, k):
    # dp[i][j][k] represents bit strings of length i
    # with f(bit string) = j and last bit as k
    dp = [[[0 for i in range(2)] for j in range(k + 1)] for l in range(n + 1)]
     
    # Initializing the base case
    # when length of bit string is 1
    dp[1][0][1] = 1
    dp[1][0][0] = 1
     
    # Filling up the DP Table
    for i in range(2, n + 1):
        for j in range(k + 1):
            dp[i][j][0] = dp[i - 1][j][0] + dp[i - 1][j][1]
            if j > 0:
                dp[i][j][1] = dp[i - 1][j - 1][0]
            dp[i][j][1] += dp[i - 1][j][1]
     
    # Total number of ways
    totalWays = dp[n][k][0] + dp[n][k][1]
    return totalWays
 
# Driver Code
if __name__ == '__main__':
    n = 5
    k = 2
    totalWays = waysToKAdjacentSetBits(n, k)
    print(f"Number of ways = {totalWays}")


C#




using System;
 
class MainClass {
    static int WaysToKAdjacentSetBits(int n, int k) {
        // dp[i][j][k] represents bit strings of length i
        // with f(bit string) = j and last bit as k
        int[,,] dp = new int[1000, 1000, 2];
         
        // Initializing the base case
        // when length of bit string is 1
        dp[1, 0, 1] = 1;
        dp[1, 0, 0] = 1;
         
        // Filling up the DP Table
        for(int i = 2; i <= n; i++) {
            for(int j = 0; j <= k; j++) {
                dp[i, j, 0] = dp[i-1, j, 0] + dp[i-1, j, 1];
                if(j > 0) {
                    dp[i, j, 1] = dp[i-1, j-1, 0];
                }
                dp[i, j, 1] += dp[i-1, j, 1];
            }
        }
         
        // Total number of ways
        int totalWays = dp[n, k, 0] + dp[n, k, 1];
        return totalWays;
    }
 
    public static void Main() {
        int n = 5, k = 2;
        int totalWays = WaysToKAdjacentSetBits(n, k);
        Console.WriteLine("Number of ways = " + totalWays);
    }
}


Javascript




function waysToKAdjacentSetBits(n, k) {
    // dp[i][j][k] represents bit strings of length i
    // with f(bit string) = j and last bit as k
    const dp = new Array(n + 1).fill(0).map(() => new Array(k + 1).fill(0).map(() => new Array(2).fill(0)));
 
    // Initializing the base case
    // when length of bit string is 1
    dp[1][0][1] = 1;
    dp[1][0][0] = 1;
 
    // Filling up the DP Table
    for (let i = 2; i <= n; i++) {
        for (let j = 0; j <= k; j++) {
            dp[i][j][0] = dp[i - 1][j][0] + dp[i - 1][j][1];
            if (j > 0) {
                dp[i][j][1] = dp[i - 1][j - 1][0];
            }
            dp[i][j][1] += dp[i - 1][j][1];
        }
    }
 
    // Total number of ways
    const totalWays = dp[n][k][0] + dp[n][k][1];
    return totalWays;
}
 
// Driver Code
const n = 5, k = 2;
const totalWays = waysToKAdjacentSetBits(n, k);
console.log("Number of ways =", totalWays);


Output

Number of ways = 6



Time Complexity: O(n*k)
Auxiliary Space: O(n*k)

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