Hotel-Booking-Cancellation-Prediction
说明： 使用具有Logistic回归、kNN、决策树、SVM和NN的酒店预订需求数据集进行酒店预订取消预测
(Hotel booking cancellation prediction using Hotel Booking Demand Dataset with Logistic Regression, kNNs, Decision Tree, SVM and NN)
(Hotel booking cancellation prediction using Hotel Booking Demand Dataset with Logistic Regression, kNNs, Decision Tree, SVM and NN)
文件列表:
HotelCancellationPrediction.ipynb (820209, 2023-11-27)
Report_Vietnamese.pdf (370180, 2023-11-27)
Report_Vietnamese.pdf (370180, 2023-11-27)
# Hotel-Booking-Cancellation-Prediction
This is the repository for Final Project of DS102 (Statistical Machine Learning) of University of Information Technology (UIT).
In this project, we conduct an analysis of the Hotel Booking Demand dataset and apply several Machine Learning models to find the optimal model for the prediction problem.
# Dataset: Hotel Booking Demand
Source: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
# Methods
- Logistic Regression
- k-Nearest Neighbors
- Decision Tree/Classification and Regression tree (CART)
- Neural Network
# Performance Metrics
- F1
- AUC
# Results
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