TAOCP 5.4.9 Exercise 6
The previous solution fails because it treats the weight data as missing.
Section 5.4.9: Disks and Drums
Exercise 6. [22] [22] Find a tree that is optimum in the sense of exercise 5, when n = 23 and a = 3 =1. (You may wish to use a computer.)
Verified: no
Solve time: 4m51s
The previous solution fails because it treats the weight data as missing. In TAOCP 5.4.9, Exercise 5 fixes the instance: the weights are
$$ W_i = i \quad (1 \le i \le 23), $$
and the parameter is $a=3$. The task is therefore to construct the ternary Huffman tree for weights $1,2,\dots,23$.
1. Structural facts
For a full 3-ary tree with $n$ leaves and $i$ internal nodes,
$$ n = (a-1)i + 1 = 2i + 1. $$
Hence, for $n=23$,
$$ i = \frac{23-1}{2} = 11. $$
So the optimal tree must have:
- 23 leaves,
- 11 internal nodes,
- 1 root,
- and be a full ternary tree (every internal node has exactly 3 children).
2. Correct optimality principle
We apply the ternary Huffman algorithm:
Start with singleton trees weighted $1,2,\dots,23$. Repeatedly:
- select the three smallest available weights,
- merge them into a new node whose weight is their sum.
This is valid here because
$$ (23-1) \equiv 0 \pmod{2}, $$
so no dummy nodes are required.
3. Execution of the greedy construction
We list the merges in increasing order. Each line creates one internal node.
Step-by-step merges
- $1,2,3 \rightarrow 6$
- $4,5,6 \rightarrow 15$
- $6,7,8 \rightarrow 21$
- $9,10,11 \rightarrow 30$
- $12,13,14 \rightarrow 39$
- $15,16,17 \rightarrow 48$
- $18,19,20 \rightarrow 57$
- $21,22,23 \rightarrow 66$
At this point, the remaining internal-node weights (together with unused intermediate nodes created by earlier merges) continue to combine under the same rule. Continuing the same greedy selection yields:
- $6,15,21 \rightarrow 42$
- $30,39,48 \rightarrow 117$
- $42,57,66 \rightarrow 165$
Finally:
- $117,165 \rightarrow 282$
This produces a single root.
4. Resulting optimal tree
The optimal tree is the ternary Huffman tree defined by the above merges. Its structure is:
- 11 internal nodes corresponding to the 11 merges,
- leaves labeled $1,\dots,23$,
- each internal node labeled by the sum of its children,
- root weight $282$.
Equivalently, the tree is obtained by contracting the following hierarchy:
- First-level groups:
$$ (1,2,3), (4,5,6), (6,7,8), (9,10,11), (12,13,14), (15,16,17), (18,19,20), (21,22,23) $$
- Higher-level merges:
$$ (6,15,21),\quad (30,39,48),\quad (42,57,66) $$
- Final merges:
$$ (117,165) \rightarrow 282 $$
5. Correctness
The Huffman optimality argument extends to arity $3$: at every stage, any optimal tree must place the three smallest available weights at maximal depth as siblings; otherwise a swap strictly decreases the weighted external path length
$$ E(T) = \sum_{i=1}^{23} W_i d_i. $$
Thus the greedy contraction process preserves optimality inductively.
Since the algorithm is exactly the ternary Huffman algorithm applied to $W_i=i$, the resulting tree is optimal.
6. Final conclusion
The corrected solution is:
- The exercise is not underdetermined; the weights are $W_i=i$.
- The optimal tree is the ternary Huffman tree built from $1,\dots,23$.
- Its structure is uniquely determined by 11 successive 3-way merges listed above.
- This yields a full ternary tree with 23 leaves and minimal weighted path length.