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Under a Huffman encoding of symbols with frequenciesf1,f2,.....,fn , what is the longest a codeword could possibly be? Give an example set of frequencies that would produce this case.

Short Answer

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The longest codeword possible for symbols with frequencies f1,f2,.....,fnisn-1 .

Step by step solution

01

Prefix-free encoding

It is not possible to have a codeword be the prefix of another. If so, it will create ambiguity. Hence, Huffman codewords are found using prefix-free encoding. Prefix-free encoding is done by creating a full binary tree.

02

Generation of Huffman codewords

A Huffman encoding of n symbols has n leaves in the full binary tree. Each symbol will have codeword equal to the path from the root to leaf node. So, the frequency which is on the lowest level of tree has the longest codeword.

For example: Consider three symbols (n=3) a,b,cwith frequencies 14,14,12respectively. The full binary tree representation is:

Here, the codewords for a,b,care 00,01,1respectively. a and b have the longest codeword of length 2 . So, a Huffman encoding of 3 symbols has longest codeword of length 2.

03

Calculation of the longest codeword possible

Maximum height of a full binary tree with n nodes isn-1. The length of the codeword of symbols is the height of full binary tree. Therefore, longest codeword possible for a Huffman encoding of symbols is n-1.

Hence, a Huffman encoding of n symbols have a codeword with maximum lengthn-1 .

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Most popular questions from this chapter

Question: Suppose the symbols a,b,c,d,e occur with frequencies 12,14,18,116,116,respectively.

(a) What is the Huffman encoding of the alphabet?

(b) If this encoding is applied to a file consisting of1,000,1000 characters with the given frequencies, what is the length of the encoded file in bits?

In this problem, we will develop a new algorithm for finding minimum spanning trees. It is based upon the following property:

Pick any cycle in the graph, and let e be the heaviest edge in that cycle. Then there is a minimum spanning tree that does not contain e.

(a) Prove this property carefully.

(b) Here is the new MST algorithm. The input is some undirected graph G=(V,E) (in adjacency list format) with edge weights {we}.sort the edges according to their weights for each edge e∈E, in decreasing order of we:

if e is part of a cycle of G:

G = G - e (that is, remove e from G )

return G , Prove that this algorithm is correct.

(c) On each iteration, the algorithm must check whether there is a cycle containing a specific edge . Give a linear-time algorithm for this task, and justify its correctness.

(d) What is the overall time taken by this algorithm, in terms of |E|? Explain your answer.

A long string consists of the four characters A,C,G,T ; they appear with frequency 31%,20%,9%and40% respectively. What is the Huffman encoding of these four characters?

Consider the following graph.

(a) What is the cost of its minimum spanning tree?

(b) How many minimum spanning trees does it have?

(c) Suppose Kruskal’s algorithm is run on this graph. In what order are the edges added to the MST? For each edge in this sequence, give a cut that justifies its addition.

Suppose you implement the disjoint-sets data structure usingunion-by-rank but not path compression. Give a sequence ofm union and find operations onnelements that take Ω(mlogn)time.

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