Published January 10, 2026 | Version v1
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Predictive Modeling of Auto MPG and Analysis of Engine Design Factors: Comparing the Impact of Weight and Displacement

Authors/Creators

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Predictive_Modeling_of_Auto_MPG_and_Analysis_of_Engine_Design_Factors__Comparing_the_Impact_of_Weight_and_Displacement.pdf

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Dates

Issued
2026-01-10
A statistical analysis of vehicle fuel efficiency factors using Multiple Linear Regression.

Software

Repository URL
https://github.com/sunwoo99999/auto_mpg_prediction
Programming language
Python
Development Status
Active

References

  • Auto MPG Dataset, UCI Machine Learning Repository.
  • Yoo, S. R., Shin, J. W., & Choi, S. H. (2025). Machine learning vehicle fuel efficiency prediction. Scientific Reports, 15(1), 1-20.
  • Romero, C. A., et al. (2024). Strategies for reducing automobile fuel consumption. Applied Sciences, 14(2), 910.
  • Liu, M., et al. (2023). An evaluation method for automotive technical and comprehensive performance. Automotive Innovation, 6(2), 231-243.