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Posted on Jul 11, 2024

Please help me with any idea to finish this homework in R. Please answer the following questions: 1. What factors influence a customer's decision to

Please help me with any idea to finish this homework in R. Please answer the following questions:

1. What factors influence a customer's decision to buy a car? What are the objectives of the model that Farid plans to build?

2. What is an FFNN? Why would this be the appropriate choice for Farid's model?

3. Discuss the conceptual model and build the neural networks model with R programming language.

4. Validate and interpret the model using a different number of hidden neurons.

5. Compare neural networks and linear regression.

6. Make a decision and offer your recommendation.

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1800 3 3 5 11830 1 1 0 0 0 0 1 0 0 0 1 1400 3 3 5 1104 20 100 98 EXHIBIT 1: CONFIGURATIONS OF THE PREVIOUS YEAR'S CARS Price Age KM Fuel HP MC Colour Auto CC Drs cyl Grs Wght G P Mfr G ABS Abag 1 Abag 2 AC Comp CD Clock Pw. Pstr Radio SpM M Rim Tow Bar 21,000 26 31463 Petrol 195 0 Silver 0 1800 3 3 6 1189 10 11 1 11 01111001 0 20,000 23 43612 Petrol 195 0 Red O 1800 3 3 6 1189 1 1 111.111 1 0 19,650 26 32191 Petrol 195 0 Red 1800 3 3 6 1189 21,550 32 23002 Petrol 195 1 Black 0 1800 3 3 6 1189 0 22,550 33 34133 Petrol 195 1 Grey 0 1800 3 3 6 11894 1 1 1 1 1 1 1 1 1 1 0 1 1 0 22,050 29 18741 Petrol 195 0 Grey 0 1800 36 1189 4 1 1 1 1 1 1 0 1 1 1 0 1 1 0 22,800 31 34002 Petrol 195 1 Grey 0 18,000 25 21718 Petrol 113 1 Blue 0 1000 3 3 5 1109 16,800 25 25565 Petrol 113 O Grey 0 1600331069 4 0 1 1 1 1 0 0 0 0 17,000 31 64361 Petrol 113 1 Grey 0 1600 3 3 5 1109 4 1 1 1 1 0 1 1 1 1 1 0 1 0 0 16,000 31 67662 Petrol 113 1 Blue 0 160031109 11 11011 111101 17,000 30 43907 Petrol 113 0 Grey 1 1600 3 3 5 1174 4 1 1 1 1 1 1 0 1 1 1 0 1 0 0 16,000 29 56351 Petrol 113 1 Black 0 1600 33 S 1124 4 11 1 11 11 11 10 1 1 29 32222 Petrol 113 1 Blac 0 16003 3 5 1124 16,300 30 25815 Petrol 113 1 Grey 0 1600 3 3 5 1124 4 16,000 26 28452 Petrol 113 1 Blue 0 1600 3 3 5 1124 4 1 1 1 1 1 1 1 1 1 1 1 1 1 17,545 28 34547 Petrol 113 1 Blue 0 1600 3 3 5 1124 15,800 30 41417 Petrol 113 1 Black 0 1600 3 3 5 1124 4 1 1 1 1 1 1 1 1 1 1 0 1 1 0 17,000 29 44144 Petrol 113 O Grey 0 1600 3 3 5 1124 4111 1110111010 18,000 31 11092 Petrol 113 1 Blue 0 1600 3 3 5 1124 13,000 30 9752 Petrol 100 1 Silver 0 15,800 23 35201 Petrol 100 1 Blue 0 1400 333 1104 4 1 1 1 1 011111111 16,000 28 29512 Petrol 100 1 Black 0 1400 3 3 5 1104 4 1 1 1 1 0 1 0 1 1 1 0 1 0 0 15,000 27 32694 Petrol 100 1 Grey 0 1400 3 3 5 1104 4 1 1 1 1 0 1 0 1 1 1 0 1 0 0 15,550 23 41002 Petrol 100 1 Grey O 15,800 27 43002 Petrol 100 O Grey 1400 3 3 5 1104 4 0 1 1 1 1 1 1 1 1 0 1 0 0 1400 3 5 1104 4 iii 10 ii iii 0 1 0 0 0 16,000 26 25002 Petrol 100 O Grey 0 1400 3 3 5 1104 15,000 24 10002 Petrol 100 1 Blue 1400 3 3 5 1104 15,800 33 25331 Petrol 100 1 Green 0 1400 33 5 1104 0 14,800 28 27502 Petrol 1000 Blue 0 1400 3 35 1104 4 1 1 1 10 10 0 0 1 0 1 0 o 14,000 23 49061 Petrol 1000 Blue 0 1400 3 3 5 1104 4 1 1 10 0 1 0 o D 1800 3 3 5 11830 1 1 0 0 0 0 1 0 0 0 1 1400 3 3 5 1104 20 100 98 EXHIBIT 1: CONFIGURATIONS OF THE PREVIOUS YEAR'S CARS Price Age KM Fuel HP MC Colour Auto CC Drs cyl Grs Wght G P Mfr G ABS Abag 1 Abag 2 AC Comp CD Clock Pw. Pstr Radio SpM M Rim Tow Bar 21,000 26 31463 Petrol 195 0 Silver 0 1800 3 3 6 1189 10 11 1 11 01111001 0 20,000 23 43612 Petrol 195 0 Red O 1800 3 3 6 1189 1 1 111.111 1 0 19,650 26 32191 Petrol 195 0 Red 1800 3 3 6 1189 21,550 32 23002 Petrol 195 1 Black 0 1800 3 3 6 1189 0 22,550 33 34133 Petrol 195 1 Grey 0 1800 3 3 6 11894 1 1 1 1 1 1 1 1 1 1 0 1 1 0 22,050 29 18741 Petrol 195 0 Grey 0 1800 36 1189 4 1 1 1 1 1 1 0 1 1 1 0 1 1 0 22,800 31 34002 Petrol 195 1 Grey 0 18,000 25 21718 Petrol 113 1 Blue 0 1000 3 3 5 1109 16,800 25 25565 Petrol 113 O Grey 0 1600331069 4 0 1 1 1 1 0 0 0 0 17,000 31 64361 Petrol 113 1 Grey 0 1600 3 3 5 1109 4 1 1 1 1 0 1 1 1 1 1 0 1 0 0 16,000 31 67662 Petrol 113 1 Blue 0 160031109 11 11011 111101 17,000 30 43907 Petrol 113 0 Grey 1 1600 3 3 5 1174 4 1 1 1 1 1 1 0 1 1 1 0 1 0 0 16,000 29 56351 Petrol 113 1 Black 0 1600 33 S 1124 4 11 1 11 11 11 10 1 1 29 32222 Petrol 113 1 Blac 0 16003 3 5 1124 16,300 30 25815 Petrol 113 1 Grey 0 1600 3 3 5 1124 4 16,000 26 28452 Petrol 113 1 Blue 0 1600 3 3 5 1124 4 1 1 1 1 1 1 1 1 1 1 1 1 1 17,545 28 34547 Petrol 113 1 Blue 0 1600 3 3 5 1124 15,800 30 41417 Petrol 113 1 Black 0 1600 3 3 5 1124 4 1 1 1 1 1 1 1 1 1 1 0 1 1 0 17,000 29 44144 Petrol 113 O Grey 0 1600 3 3 5 1124 4111 1110111010 18,000 31 11092 Petrol 113 1 Blue 0 1600 3 3 5 1124 13,000 30 9752 Petrol 100 1 Silver 0 15,800 23 35201 Petrol 100 1 Blue 0 1400 333 1104 4 1 1 1 1 011111111 16,000 28 29512 Petrol 100 1 Black 0 1400 3 3 5 1104 4 1 1 1 1 0 1 0 1 1 1 0 1 0 0 15,000 27 32694 Petrol 100 1 Grey 0 1400 3 3 5 1104 4 1 1 1 1 0 1 0 1 1 1 0 1 0 0 15,550 23 41002 Petrol 100 1 Grey O 15,800 27 43002 Petrol 100 O Grey 1400 3 3 5 1104 4 0 1 1 1 1 1 1 1 1 0 1 0 0 1400 3 5 1104 4 iii 10 ii iii 0 1 0 0 0 16,000 26 25002 Petrol 100 O Grey 0 1400 3 3 5 1104 15,000 24 10002 Petrol 100 1 Blue 1400 3 3 5 1104 15,800 33 25331 Petrol 100 1 Green 0 1400 33 5 1104 0 14,800 28 27502 Petrol 1000 Blue 0 1400 3 35 1104 4 1 1 1 10 10 0 0 1 0 1 0 o 14,000 23 49061 Petrol 1000 Blue 0 1400 3 3 5 1104 4 1 1 10 0 1 0 o D