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Consider the straight - line distances for the map of Romania ( Figure 3 . 2 ) contained in Figure 3 . 2 2 .
Consider the straightline distances for the map of Romania Figure contained in Figure Assume that you are in Zerind and wish to travel to Bucharest. a Does Greedy BestFirst Search using the straightline distance heuristic find a solution? Explain. b Assume that we use an explored set along with Greedy BestFirst Search. What is the order of nodes visited by the algorithm using the straightline distance heuristic? What is the optimal path? Does the search find the optimal path? Problem : A Search pts Consider the straightline distances for the map of Romania Figure contained in Figure Assume that you are in Lugoj and want to go to Bucharest. What is the order of nodes visited by A Search using the straightline distances heuristic? For each node visited, note the path distance traveled, the estimated distance to go and the total path estimate. What is the optimal path? Does the search find the optimal path? Problem : Hill Climbing pts a Explain the hill climbing algorithm. How does it explore the search space, and how does it choose the next move? b What are the advantages and disadvantages of hill climbing? Provide examples of scenarios where hill climbing may or may not be effective. Problem : Simulated Annealing pts a Describe the simulated annealing algorithm. How does it differ from hill climbing in terms of exploration? b Discuss the key parameters in simulated annealing, such as temperature and cooling schedule. How do these parameters impact the algorithm's performance? Problem : Genetic Algorithms pts a Briefly explain how genetic algorithms work. What are the three main components of a genetic algorithm? b Compare and contrast genetic algorithms with local search algorithms like hill climbing. In what types of problems are genetic algorithms more suitable?
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