Final answer:
The statement is false. In an Evolutionary algorithm, the starting (initial) solution is typically randomly generated. However, the algorithm uses probabilistic methods to search for an optimal solution. Therefore, running the algorithm multiple times with the same starting solution may lead to different optimal solutions due to the randomness involved.
Step-by-step explanation:
False
The statement is false. In an Evolutionary algorithm, the starting (initial) solution is typically randomly generated. However, the algorithm uses probabilistic methods to search for an optimal solution. Therefore, running the algorithm multiple times with the same starting solution may lead to different optimal solutions due to the randomness involved.