Assume that a multi-meme memetic algorithm is run for 50 trials on the problem instance Inst with an innovation rate of 0.2 based on the memplex of p#o#, which identifies the choice of probability (p) of applying the operator indicated by (o). The meme options are p={0: 0.005, 1: 0.01, 2: 0.02, 3: 0.03, 4:0.5, 5:0.9} and o={0:randomSwap, 1:insertion, 2:randomReversal, 3:adjacentSwap}. Given the mean evolutionary activity plot above, which of the following conclusions can be driven about the search behaviour of the multi-meme algorithm?

Assume that you are solving MAX-SAT using a generic multi-meme memetic algorithm and there is only one meme controlling the choice of the hill-climbing operator with two options, where 0 indicates Davis's Bit Hill Climbing and 1 indicates Steepest Gradient Hill Climbing. The meme values are randomly initialised and the simple inheritance mechanism is used for transmitting the memes from the parent individuals to offspring. A meme gets mutated to a different value based on the innovation rate.

If the population size is fixed as 200 and the innovation rate is set to 0.2, which of the following observations would be highly likely?

Assume that you are solving MAX-SAT using a generic multi-meme memetic algorithm and there is only one meme controlling the choice of the hill-climbing operator with two options, where 0 indicates Davis's Bit Hill Climbing and 1 indicates Steepest Gradient Hill Climbing. The meme values are randomly initialised and the simple inheritance mechanism is used for transmitting the memes from the parent individuals to offspring. A meme gets mutated to a different value based on the innovation rate.

If the population size is fixed as 200 and the innovation rate is set to 1.0, which of the following observations would be highly likely?

A multi-meme memetic algorithm is based on a framework where both genetic and memetic materials are co-evolved.

There is no difference between a self-adaptive multi-meme memetic algorithm and a memetic algorithm with adaptive control.

Is the following statement TRUE or FALSE?

A memetic algorithm extends a genetic algorithm using hill climbing/local search.

Which of the following evolutionary algorithms is used for evolving computer programs?