2021MCM _ Problem_Code

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Environmental Dependency:python3.6 pytorch cudatoolkit plotly sklearn statemodels

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目录结构描述

2021MCM _ Problem_Code
  ----Problem1
      ----GaussianMixture.py
  ----Problem2
      ----config.py
      ----dataprocessing.py
      ----Mydataloader.py
      ----myimportlib.py
      ----second_model.py
      ----test.py
      ----train.py
  ----Problem3
      ----myanova.py
  ----Problem4
      ----pred.py
  ----Problem5
      ----config.py
      ----dataprocessing.py
      ----getmodule.py
      ----Model.py
  ----Others
      ----data
          ---file
      ----filterdata.py
      ----filterdata2.py

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How To Use

• Others/data contains all data files that have been cleaned and not cleaned
• Others/filterdata.py and Others/filterdata2.py use for data pre-cleaning
• Problem1/GaussianMixture/train_timepred use to solve problems,Problem1/GaussianMixture/Paint and Paint2 and Paint3 use plotly to implement data visualization
• Problem2/train.py Problem2/test.py implement model training and testing
• Problem3 use myanova(pd_dataprocessing()) to implement variance analysis
• Problem4 use SVR_logistic2("../Others/data/Five_data.csv",5) to implement time series and solve problem4
• Problem5/dataprocessing/Train_solve("../Others/data/Five_data.csv", 10, 10) implement model training and testing