MHB How Do You Calculate the Total Weight of a Huffman Code?

  • Thread starter Thread starter mathmari
  • Start date Start date
  • Tags Tags
    Code Weight
Click For Summary
SUMMARY

The total weight of a Huffman code is calculated as the weighted path length from the root of the Huffman tree. This involves multiplying the length of the code for each symbol by its frequency and summing these products. For example, the contribution of the symbol 'a' is calculated as 4 (length of code) multiplied by 2 (frequency), resulting in a total of 8. Additionally, one participant noted that the original Huffman tree presented may not be optimal, suggesting the possibility of a different tree with a lower total weight.

PREREQUISITES
  • Understanding of Huffman coding algorithm
  • Familiarity with binary trees
  • Basic knowledge of frequency analysis
  • Ability to perform mathematical calculations involving multiplication and summation
NEXT STEPS
  • Study the principles of Huffman coding in detail
  • Learn how to construct Huffman trees using given frequencies
  • Explore optimization techniques for Huffman coding
  • Investigate the impact of different tree structures on total weight calculations
USEFUL FOR

Students and professionals in computer science, particularly those focused on data compression algorithms and optimization techniques in coding theory.

mathmari
Gold Member
MHB
Messages
4,984
Reaction score
7
Hey! 😊

We are given the following letters with the respective frequencies:
\begin{equation*}\begin{matrix}a/2 & b/4 & c/7 & d/6 & e/4 & f/5 & g/8 & h/10 & i/3 & j/11\end{matrix}\end{equation*}

For that I have applied the Huffman code and I got the following tree:

Huffman.JPG
Now it is asked for the total weight of the code. How do we calculate that? :unsure:
 
Physics news on Phys.org
mathmari said:
We are given the following letters with the respective frequencies:
\begin{equation*}\begin{matrix}a/2 & b/4 & c/7 & d/6 & e/4 & f/5 & g/8 & h/10 & i/3 & j/11\end{matrix}\end{equation*}

For that I have applied the Huffman code and I got the following tree:

Now it is asked for the total weight of the code. How do we calculate that?
Hey mathmari!

The total weight would be the weighted path length from the root.
The objective of the algorithm is to minimize the total weight, implying that compression is optimal. 🧐

Put differently, it is the length of the resulting code for each symbol multiplied by its frequency and then summed together.
So the contribution of $a$ is $4\times 2=8$, since $a$ is encoded by $0000$, which has length $4$ and it occurs $2$ times. 🤔

I think your tree is not optimal though. I found a different tree with a slightly lower total weight. (Sweating)
 

Similar threads

  • · Replies 18 ·
Replies
18
Views
1K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 4 ·
Replies
4
Views
4K
Replies
26
Views
3K
  • · Replies 8 ·
Replies
8
Views
1K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 17 ·
Replies
17
Views
1K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 7 ·
Replies
7
Views
2K