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Assume you are travel vlogger, therefore, you are facing an issue to find shortest path to visit all the states in Malaysia. Let's say to solve this issue, you will be using Genetic Algorithm in which the genes represent the path between the pairs of states. Giving you an example, a path between Johor and Malacca is represented by one gene such as 'JM'. Assume, JM = MJ, the direction on how you travel is considered NOT IMPORTANT. (a) How many genes are used in a chromosome of an individual if the number of states you are visiting is 12 in Malaysia? (b) With your knowledge in Genetic Algorithm, how many solutions provided in this scenario using the algorithm. (c) Using Genetic Algorithm, assume the initial population consists of four individuals with the following chromosomes, y₁-9985796611 y2-2116993442 y3-5670354528 y4-8428513742 Perform the crossover operations with the following individuals: (i) Crossover the first two individuals using one-point crossover in the middle point. (ii) Crossover the first and third individuals using a two-point crossover at the b and fpoint. (iii) Crossover the second and fourth individuals using uniform crossover.

Assume you are travel vlogger, therefore, you are facing an issue to find shortest path to visit all the states in Malaysia. Let's say to solve this issue, you will be using Genetic Algorithm in which the genes represent the path between the pairs of states. Giving you an example, a path between Johor and Malacca is represented by one gene such as 'JM'. Assume, JM = MJ, the direction on how you travel is considered NOT IMPORTANT. (a) How many genes are used in a chromosome of an individual if the number of states you are visiting is 12 in Malaysia? (b) With your knowledge in Genetic Algorithm, how many solutions provided in this scenario using the algorithm. (c) Using Genetic Algorithm, assume the initial population consists of four individuals with the following chromosomes, y₁-9985796611 y2-2116993442 y3-5670354528 y4-8428513742 Perform the crossover operations with the following individuals: (i) Crossover the first two individuals using one-point crossover in the middle point. (ii) Crossover the first and third individuals using a two-point crossover at the b and fpoint. (iii) Crossover the second and fourth individuals using uniform crossover.

Database System Concepts
Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
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Assume you are travel vlogger, therefore, you are facing an issue to find shortest path to visit all the states in Malaysia. Let's say to solve this issue, you will be using Genetic Algorithm in which the genes represent the path between the pairs of states. Giving you an example, a path between Johor and Malacca is represented by one gene such as 'JM'. Assume, JM = MJ, the direction on how you travel is considered NOT IMPORTANT. (a) How many genes are used in a chromosome of an individual if the number of states you are visiting is 12 in Malaysia? (b) with your knowledge in Genetic Algorithm, how many solutions provided in this scenario using the algorithm. (c) Using Genetic Algorithm, assume the initial population consists of four individuals with the following chromosomes, y1-9 9 8 5 7 9 6611 y2-2116993442 y3=5670354528 y4=8428513742 Perform the crossover operations with the following individuals: (i) Crossover the first two individuals using one-point crossover in the middle point. (ii) Crossover the first and third individuals using a two-point crossover at the b and f point. (iii) Crossover the second and fourth individuals using uniform crossover.
Transcribed Image Text:Assume you are travel vlogger, therefore, you are facing an issue to find shortest path to visit all the states in Malaysia. Let's say to solve this issue, you will be using Genetic Algorithm in which the genes represent the path between the pairs of states. Giving you an example, a path between Johor and Malacca is represented by one gene such as 'JM'. Assume, JM = MJ, the direction on how you travel is considered NOT IMPORTANT. (a) How many genes are used in a chromosome of an individual if the number of states you are visiting is 12 in Malaysia? (b) with your knowledge in Genetic Algorithm, how many solutions provided in this scenario using the algorithm. (c) Using Genetic Algorithm, assume the initial population consists of four individuals with the following chromosomes, y1-9 9 8 5 7 9 6611 y2-2116993442 y3=5670354528 y4=8428513742 Perform the crossover operations with the following individuals: (i) Crossover the first two individuals using one-point crossover in the middle point. (ii) Crossover the first and third individuals using a two-point crossover at the b and f point. (iii) Crossover the second and fourth individuals using uniform crossover.
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