YuanyuanChenCircle/data_mining

About

This project is a online client-server model data-mining application

How to Use

For running on local desktop:

1. install python3 first

2. install all dependencies in requirement.txt

3. type in python manage.py runserver

4. You should be able to use this software in localhost:8080 now

Functionalities

General

• Show all data uploaded
• File upload and download
• Using Ajax to dynamically change HTML element.
• Using Django tempaltes for all types of demand
• Configure Django URL config different functionalities
• Using OOP for Django views
• More data fomat support: xls
• More data fomat support: text file

Data preprocess

• Missing data handling
• More advanced Missing data handling(fix missing data automatically)
• char to digit tranformation

Clustering

• Clustering: KMeans
• Clustering:Mini Batch KMeans
• Clustering:Affinity Propagation
• Clustering:Mean Shift
• Clustering:Spectral Clustering
• Clustering:Agglomerative Clustering
• Clustering:DBSCAN
• Clustering:Birch
• Documentation for Clustering
• Parameters Adjustment for Clustering

Classification

• Classification:Logistic Regression
• Classification:KNeighbors Classifier
• Classification:SVC
• Classification:GradientBoosting Classifier
• Classification:DecisionTree Classifier
• Classification:Random Forest Classifier
• Classification:MLP Classifier
• Classification:Gaussian Naive Bayes
• Documentation for classification
• Parameters Adjustment for Classification

Association rules

• Apriori algorithm

• Parameters for Apriori algorithm

• Full documentation for Apriori algorithm

• More association rules algorithm

参考一位师兄的毕设，并不是完全自己写的。