Hamming Distance
To solve this coding challenge, we need to calculate the Hamming distance between two integers, defined as the number of positions at which the corresponding bits differ. This can be achieved by following a step-by-step approach.
) between two bits returns
if the bits are different and
if they are the same. When we apply the XOR operation on two integers, we obtain a binary number where each
represents a bit position where the two original integers had different bits. Counting the number of
in this binary number gives us the Hamming distance.
We can break down the solution into the following steps:
Explanation
The Hamming distance between two integers can be computed by performing a bitwise XOR operation. The XOR operation (^
1
0
1
1s
- Perform the XOR operation on the two integers to obtain the differing bits.
- Convert the result of the XOR operation into its binary representation.
-
Count the number of
1s
Let's now present the corresponding pseudocode with detailed comments.
-
Function Definition
: Define a function
calculateHammingDistance
x
y
-
XOR Operation
: Perform the XOR operation on
x
y
xorResult
-
Binary Conversion
: Convert
xorResult
convertToBinary
-
Initialize Counter
: Initialize a counter
differingBitCount
- Iterate Binary String : Loop through each character in the binary representation string:
-
If the character is '1', increment
differingBitCount
-
Return Result
: After the loop, return
differingBitCount
-
Helper Function
: Define the
convertToBinary
- Check if the number is zero and return "0" if true.
- Generate the binary representation by repeatedly dividing the number by 2 and prepending the remainder to a string.
- Return the binary string.
Pseudocode
# Define a function to calculate the Hamming distance between two integers
function calculateHammingDistance(integer x, integer y):
# Perform XOR operation between x and y
integer xorResult = x XOR y
# Convert the result of XOR operation to its binary representation
string binaryRepresentation = convertToBinary(xorResult)
# Initialize a counter to count the number of differing bit positions (1s in binary representation)
integer differingBitCount = 0
# Iterate through each character in the binary representation
for each character in binaryRepresentation:
# If the character is '1', it indicates a differing bit position
if character is '1':
# Increment the counter by 1
differingBitCount += 1
# Return the count of differing bit positions as the Hamming distance
return differingBitCount
# Helper function to convert an integer to its binary representation as a string
function convertToBinary(integer num):
string binaryString = ""
# Edge case: if the number is zero, return "0"
if num is 0:
return "0"
# While the number is greater than zero
while num > 0:
# Prepend the remainder of division by 2 to the binary string
binaryString = (num % 2) + binaryString
# Divide the number by 2 for the next iteration
num = num / 2
# Return the constructed binary representation string
return binaryString