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Year 2020, Volume: 6 Issue: 2, 44 - 48, 16.12.2020

Mehmet Mehdi Karakoç Gaffari Çelik Asaf Varol

Abstract

References

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  • 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)
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Car Price Prediction Using an Artificial Neural Network

Year 2020, Volume: 6 Issue: 2, 44 - 48, 16.12.2020

Mehmet Mehdi Karakoç Gaffari Çelik Asaf Varol

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.

Keywords

Artificial Neural Networks Artificial Intelligence Car Price Prediction

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 makaleler
Authors

Mehmet Mehdi Karakoç

Gaffari Çelik

Asaf Varol

Publication Date December 16, 2020
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.
AMA Karakoç MM, Çelik G, Varol A. Car Price Prediction Using an Artificial Neural Network. Eastern Anatolian Journal of Science. December 2020;6(2):44-48.
Chicago Karakoç, Mehmet Mehdi, Gaffari Çelik, and Asaf Varol. “Car Price Prediction Using an Artificial Neural Network”. Eastern Anatolian Journal of Science 6, no. 2 (December 2020): 44-48.
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 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, 2020.
ISNAD Karakoç, Mehmet Mehdi et al. “Car Price Prediction Using an Artificial Neural Network”. Eastern Anatolian Journal of Science 6/2 (December 2020), 44-48.
JAMA 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, 2020, pp. 44-48.
Vancouver Karakoç MM, Çelik G, Varol A. Car Price Prediction Using an Artificial Neural Network. Eastern Anatolian Journal of Science. 2020;6(2):44-8.