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Table 1 1 Quality (ON) Price (ID) Value Money 91 485 93 470 G 88 495 N 2 3 4 87 460 N 5 89

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Table 1 1 Quality (ON) Price (ID) Value Money 91 485 93 470 G 88 495 N 2 3 4 87 460 N 5 89 460 G 6 93 N Q1: A survey was made to find the value for money ratio of 16 petrol stations by asking drivers to rate the quality of service of these stations into good (G) or not good (N). The stations offer different types of petrol whose quality is measured in Octane Number (ON) and priced in Iraqi Dinars (ID); the results of this survey are shown in Table 1, use nearest neighbor algorithm to: a- Derive a learning hypothesis. b- Given another station whose petrol of 92.5 ON is priced at 480 ID, use this learning 11 algorithm to decide if the station's petrol is 12 good value for money (G) or not (N). 7 8 89 90 515 485 480 540 475 N N N 9 94 10 90 89 470 G 470 91 94 G N 13 14 550 492 492 N N 91 92 88 15 16 450 G

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