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Artificial Intelligence Methods (COMP2001 UNUK SPR) (COMP2011 UNUK SPR) (25-26)

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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 0.0, which of the following observations would be highly likely?

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

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

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Is the following statement TRUE or FALSE?

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

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Is the following statement TRUE or FALSE?

Memetic Algorithms are iterative single-point based search methods.

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

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Choose the benchmark functions below for which delta/incremental evaluation can be utilised.
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A generic memetic algorithm is applied to an instance of the MAX-SAT problem. What is likely to happen at the end of the search process if all individuals in the population of size 20 get replaced with the newly produced 20 offspring at every generation?

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A generic trans-generational memetic algorithm is applied to an instance of the MAX-SAT problem. Assume that binary encoding for the representation, generic one-point crossover, mutation, Davis's bit hill-climbing, elitist replacement and tournament parent selection methods are utilised while the population size is fixed as 5. The tournament selection operator allows the same individual to be selected as parents that will undergo crossover.

What would happen if the tour size for the parent selection is set to 5?

Choose from the following answers which apply.

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What happens as the temperature parameter T used within the Boltzmann probability equation in Simulated Annealing decreases?

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