In a practical communication system, we usually transmit long sequence of symbols from an information source. Thus we are more interested in the average information that a sce produces than the information contain of a single symbol. In order to get the information content of the symbol, we talk notice of the fact that the flow of information in a system can fluctuate widely because of randomness involve into the selection of the symbols. Thus we required to talk about the average information contain of the symbols in a long message
For the average information some assumption will there.
-
The source is stationary so that the probabilities may be remain constant with time
-
The successive symbols are statistically independent and come from the source at an average rate of r symbols per second.
The mathematically representation of the entropy is given below:
\(H\left(X\right)=E\left[I\left(X_i\right)\right]=\sum_{i=1}^{m}P\left(X_i\right)I\left(X_i\right)=-\sum_{i=1}^{m}P\left(X_i\right){log}_2P\left(X_i\right)\sfrac{bits}{symbol}\)