Automotive Angels - References

From Analytics Practicum
Revision as of 15:15, 23 April 2017 by Aaron.mak.2013 (talk | contribs)
Jump to navigation Jump to search

HOME

 

PROJECT OVERVIEW

 

FINDINGS

 

PROJECT DOCUMENTATION

 

PROJECT MANAGEMENT

References

1 Pudaruth, S. (2014). Predicting the Price of Used Cars using Machine Learning Techniques. International Journal of Information & Computation Technology, 4(7), 753-764. Retrieved March 29, 2017, from http://www.ripublication.com/irph/ijict_spl/ijictv4n7spl_17.pdf

2 Peerun S., Chummun N.H., Pudaruth, S. (2015) Predicting the Price of Second-hand Cars using Artificial Neural Networks. Retrieved April 01, 2017, from https://www.academia.edu/13579173/Predicting_the_Price_of_Second-hand_Cars_using_Artificial_Neural_Networks

3 D. (2017, February 14). Car Price Prediction. Retrieved March 28, 2017, from https://github.com/dkeske/CarPrice

4 Chen, P. (2015, March 22). Predicting Car Prices Part 1: Linear Regression. Retrieved March 28, 2017, from http://www.datasciencecentral.com/profiles/blogs/predicting-car-prices-part-1-linear-regression

5 Hirsh, E., Hedlund, S., & Schweizer, M. (2003, November 30). Reality Is Perception: The Truth about Car Brands. Retrieved April 03, 2017, from https://www.strategy-business.com/article/03302?gko=fbb50

6 MarketLine Advantage (February 2017). MarketlLine Industry Profile Automotive Aftermarket in the United States

7 Biostatistics. (2006). www.biostat.jhsph.edu. Retrieved 7 February 2017, from http://www.biostat.jhsph.edu/~iruczins/teaching/jf/ch10.pdf

8 Tibshirani, R. (1996). Regression shrinkage and selection via the lasso. J. Royal. Statist. Soc B., Vol. 58, No. 1, pages 267-288)

9 Sarma, K. (n.d.). Predictive modeling with SAS Enterprise Miner. 1st ed. SAS Publishing.

10 Kadane, J., & Lazar, N. (2008). Methods and Criteria for Model Selection (1st ed.). Carnegie Mellon University Department of Statistics. Retrieved from https://www.cs.cmu.edu/~tom/10-702/tr759.pdf

11 Ag, B. (2017, January 20). CLAIMS YOUR TERRITORY. Retrieved February 07, 2017, from http://www.bmw.com/com/en/newvehicles/mseries/overview.html

12 List of Chevrolet vehicles. (2017, March 10). Retrieved February 07, 2017, from https://en.wikipedia.org/wiki/List_of_Chevrolet_vehicles#Current_production_vehicles_.28North_America.29

13 List of Ford vehicles. (2017, March 22). Retrieved February 07, 2017, from https://en.wikipedia.org/wiki/List_of_Ford_vehicles

14 G. (2016, March 21). Most (and Least) Expensive States to Own a Car. Retrieved February 1, 2017, from http://www.huffingtonpost.com/gobankingrates/most-and-least-expensive_b_9516846.html


Appendix

Exploratory Data Analysis for Ford and Chevrolet

20fig16.png

Figure 16: Scatterplot of Current Selling Price and Current Suggested Retail Price for Ford

20fig17.png

Figure 17: Scatterplot of Current Selling Price and Current Suggested Retail Price for Chevrolet

20fig18.png

Figure 18: Parameter estimates based on fit of least squares for Ford

20fig19.png

Figure 19: Parameter estimates based on fit of least squares for Chevrolet

20fig20.png

Figure 20: Map of Ford Dealers’ locations by Number of Listings

20fig21.png

Figure 21: Map of Chevrolet Dealers’ locations by Number of Listings

20fig22.png

Figure 22: Box Plot of Current Selling Price by Corrected Vehicle Model for Ford

20fig23.png

Figure 23: Box Plot of Current Selling Price by Corrected Vehicle Model for Chevrolet

20fig24.png

Figure 24: Table of Corrected Vehicle Models by Number of Rows and Mean of Current Selling Price for Ford

20fig25.png

Figure 25: Table of Corrected Vehicle Models by Number of Rows and Mean of Current Selling Price for Chevrolet

Missing Value Tables

20fig26.png

Figure 26: Before removing missing values for “Current Selling Price” (BMW)

20fig27.png

Figure 27: After removing missing values for “Current Selling Price” (BMW)