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Year 2020, Volume: 6 Issue: 2 , 44 - 48 , 16.12.2020
https://izlik.org/JA64YY95AW

Abstract

References

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Car Price Prediction Using an Artificial Neural Network

Year 2020, Volume: 6 Issue: 2 , 44 - 48 , 16.12.2020
https://izlik.org/JA64YY95AW

Abstract

When buying and selling cars, it can be a challenge to assign the correct price. Artificial neural networks, a branch of artificial intelligence, are frequently used for such calculations. In this study we designed two different artificial neural networks for car price forecasting and tested them using data from a car sales website. For data, a software was developed using the C# programming language and the MSSQL Server database management system, also HTMLAgilityPack library was used to read the data on the website. A procedure was written with T-SQL language to digitize the data. As a result of the study, using data from approximately 1000 cars, a success rate of 91.38% was obtained. More data is needed for better results.

References

  • Talu M. F. and Tatar Y.; An Edge detection Method for Using Model based Artificial Neural Network (In Turkish). Journal of Turkey Informatics and Computer Science Foundation. 1(1), 74-80, (2005)
  • Laxmi V. and Rohil H.: License Plate Recognition System using Back Propagation Neural Network. International Journal of Computer Applications, 99 (8), 29-37, (2014)
  • Han M.-W. and Kopacck, P.: Optimization Using Artificial Neural Networks. IFAC Proceedings Volumes. 28 (24), 357-360, (1995)
  • Thati A., Biswas A., and Chowdhury S. R.: Breath acetone-based non-invasive detection of blood glucose levels. International Journal on Smart Sensing and Intelligent Systems, 2 (8), 1244-1260, (2015)
  • Deperlioğlu Ö. and Köse, U.: An educational tool for artificial neural networks. Computers & Electrical Engineering. 37 (3), 392-402, (2011)
  • Elmas Ç.: Artificial Neural Network – theory, architecture, training, implementation (In Turkish), Ankara, Turkey: Seçkin Press, (2003)
  • Karcı A. and Demir M.: Estimation of protein structures by classification of angles between a carbons of amino acids based on artificial neural Networks. Expert Systems with Applications, 36 (1), 5541-5548, (2009)
  • Google Trends: https://trends.google.com /trends/explore?q=Arabam.com,Sahibinden.com, Araba.com, arabam.com, tasit.com&geo=TR. (2018). Accessed 12 November 2018
  • Bala R. and Kumar D.: Classification Using ANN: A Review. International Journal of Computational Intelligence Research. 13 (7), 1811-1820, (2017)
There are 9 citations in total.

Details

Primary Language English
Journal Section Research Article
Authors

Mehmet Mehdi Karakoç

Gaffari Çelik

Asaf Varol

Publication Date December 16, 2020
IZ https://izlik.org/JA64YY95AW
Published in Issue Year 2020 Volume: 6 Issue: 2

Cite

APA Karakoç, M. M., Çelik, G., & Varol, A. (2020). Car Price Prediction Using an Artificial Neural Network. Eastern Anatolian Journal of Science, 6(2), 44-48. https://izlik.org/JA64YY95AW
AMA 1.Karakoç MM, Çelik G, Varol A. Car Price Prediction Using an Artificial Neural Network. Eastern Anatolian Journal of Science. 2020;6(2):44-48. https://izlik.org/JA64YY95AW
Chicago Karakoç, Mehmet Mehdi, Gaffari Çelik, and Asaf Varol. 2020. “Car Price Prediction Using an Artificial Neural Network”. Eastern Anatolian Journal of Science 6 (2): 44-48. https://izlik.org/JA64YY95AW.
EndNote Karakoç MM, Çelik G, Varol A (December 1, 2020) Car Price Prediction Using an Artificial Neural Network. Eastern Anatolian Journal of Science 6 2 44–48.
IEEE [1]M. M. Karakoç, G. Çelik, and A. Varol, “Car Price Prediction Using an Artificial Neural Network”, Eastern Anatolian Journal of Science, vol. 6, no. 2, pp. 44–48, Dec. 2020, [Online]. Available: https://izlik.org/JA64YY95AW
ISNAD Karakoç, Mehmet Mehdi - Çelik, Gaffari - Varol, Asaf. “Car Price Prediction Using an Artificial Neural Network”. Eastern Anatolian Journal of Science 6/2 (December 1, 2020): 44-48. https://izlik.org/JA64YY95AW.
JAMA 1.Karakoç MM, Çelik G, Varol A. Car Price Prediction Using an Artificial Neural Network. Eastern Anatolian Journal of Science. 2020;6:44–48.
MLA Karakoç, Mehmet Mehdi, et al. “Car Price Prediction Using an Artificial Neural Network”. Eastern Anatolian Journal of Science, vol. 6, no. 2, Dec. 2020, pp. 44-48, https://izlik.org/JA64YY95AW.
Vancouver 1.Mehmet Mehdi Karakoç, Gaffari Çelik, Asaf Varol. Car Price Prediction Using an Artificial Neural Network. Eastern Anatolian Journal of Science [Internet]. 2020 Dec. 1;6(2):44-8. Available from: https://izlik.org/JA64YY95AW