/sailboatML

Code written for 2024 Columbia University Mathematical Modeling Workshop

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Sailboat Price Analysis

Our team analyzed the factors of sailboat prices and trained a ML model to predict future prices.

  • Sailboat data was provided from Problem Y from the 2023 MCM competition.
  • We scraped additional economic data (GDP, HDI) for each region.
  • Correlation analysis and principal component analysis was used to reduce the dimensionality of the input space.
  • Chi-square tests were used to rank the importance of each individual factor in the resulting sailboat price.

We scraped Hong Kong sailboat price data from https://www.yachtworld.com/boats-for-sale/country-hong-kong/ and used it to test our model on.