Supervisor: Dr. Luo Hao
Group Members:
- Chen Sirui: 3035532882
- Liu Yu Chen: 3035535145
- Wu Yu Tong: 3035331927
- Zhang Yu Qian: 3035233565
- Zuo Lei: 3035331472
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Get Started: ๐
- Open the
statistical_learning.Rproj
using RStudio. - Download: required Library:
ISLR
: For general statistical learning algorithm support.randomForest
:Provide complete implementation of random forest Algo.neuralnet
: Provide Complete implementation of neural network and plotting tools.gbm
: Provide Complete implementation of Many Boosting Method including GBDT.pls
: Provide Complete implementation of Principle component analysis.e1071
: Provide Complete implementation of SVM.DMwR
: Provide relatively complete implementation of SMOTE data augmentation algo.
- The main data are stored in
On_stage_data2.csv
in the root folder of this repo.
- Open the
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Explanation:
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The detailed outcome might be different from the report since in the report, models are trained separately with different random number seeds.
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Report and Poster are available: [here]"https://github.com/Ericcsr/Group-3354/blob/master/supplimentry%20docs/Report_COMP3354.pdf"
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