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Youth_mall

랜덤포레스트를 이용한 청년몰 최적입지선정 프로젝트

Project progress 😊

Based on KDD analysis methodology

  • Mind Map for a topic
  • Youth Mall blog review data Sentiment Analysis
  • Utilization data collection and preprocessing
  • Visualization of location information of each data through QGIS
  • Data cleansing through one-hot encoding
  • Variable Correlation Analysis
  • Independent variable selection through regression analysis
  • Remove outliers
  • Multiple regression analysis
  • Model selection by creating 5 machine learning models and comparing their accuracy
  • => Selecting a Random Forest with an acurracy of 80.66%
  • By applying traditional market data to the model, the results of location analysis according to sales are divided into three grades.
  • Comparison between the existing youth mall and the newly selected youth mall
  • Deduction of improvement plan for the existing youth mall
  • Promotion of youth mall business through youth mall website production

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