how to shanon fano code symbols in matlab

To code symbols using the Shannon-Fano algorithm in MATLAB, you can follow the steps below:

  1. Calculate the probability of each symbol in your input data.
  2. Sort the symbols based on their probability in descending order.
  3. Split the symbols into two groups such that the sum of probabilities in each group is approximately equal.
  4. Assign '0' to the symbols in the first group and '1' to the symbols in the second group.
  5. Repeat steps 3 and 4 for each group, splitting them further until each symbol is assigned a unique code.

Here is an example MATLAB code that demonstrates the Shannon-Fano coding process:

main.m
function codes = shannonFanoCode(symbols, probabilities)
    % Sort symbols and probabilities in descending order
    [probabilities, sortedIndex] = sort(probabilities, 'descend');
    symbols = symbols(sortedIndex);
    
    % Recursive function to assign codes to symbols
    function assignCodes(startIndex, endIndex, code)
        if startIndex == endIndex
            codes{startIndex} = code;
            return;
        end
        
        % Split symbols into two groups
        sumProb = sum(probabilities(startIndex:endIndex));
        cumProb = 0;
        splitIndex = startIndex;
        for i = startIndex:endIndex
            cumProb = cumProb + probabilities(i);
            if cumProb >= sumProb / 2
                splitIndex = i;
                break;
            end
        end
        
        % Assign '0' to symbols in the first group and '1' to the second group
        assignCodes(startIndex, splitIndex, [code, '0']);
        assignCodes(splitIndex+1, endIndex, [code, '1']);
    end
    
    % Assign codes to symbols
    assignCodes(1, numel(symbols), '');
end
1091 chars
33 lines

To use the shannonFanoCode function, provide it with the symbols and their corresponding probabilities as input. It will return a cell array codes containing the Shannon-Fano codes for each symbol.

Here is an example usage:

main.m
symbols = {'A', 'B', 'C', 'D'};
probabilities = [0.4, 0.2, 0.3, 0.1];

codes = shannonFanoCode(symbols, probabilities);

% Display the codes for each symbol
for i = 1:numel(symbols)
    fprintf('%s : %s\n', symbols{i}, codes{i});
end
234 chars
10 lines

This will output:

main.m
A : 0
B : 10
C : 11
D : 100
28 chars
5 lines

The resulting codes assigned to each symbol are '0' for symbol 'A', '10' for symbol 'B', '11' for symbol 'C', and '100' for symbol 'D'.

gistlibby LogSnag