Code for programming assignment and case study for team project
- Input data
<https://drive.google.com/uc?export=download&id=1YPnojmYq_2B_lrAa78r_lRy-dX_ijpCM', sep='\t'>
The given dataset aims to predict Mean_temperature using several explanatory variables.
[INPUT]
Max_temperature
Min_temperature
Dewpoint
Precipitation
Sea_level_pressure
Standard_pressure
Visibility
Wind_speed
Max_wind_speed
[OUTPUT] Mean_temperature
- Description
Analyze multiple linear regression using scatter plot, correlation matrix, VIF, T-test, R^2, F-test, JB-test and LM-text
- Code
writed on python3
- Input data
<https://drive.google.com/uc?export=download&id=1AoCh22pmLHhdQtYdYUAJJqOCwF9obgVO', sep='\t'>
The given dataset is MAGIC Gamma Telescope data set.
[Input]
- fLength: continuous # major axis of ellipse [mm]
- fWidth: continuous # minor axis of ellipse [mm]
- fSize: continuous # 10-log of sum of content of all pixels [in #phot]
- fConc: continuous # ratio of sum of two highest pixels over fSize [ratio]
- fConc1: continuous # ratio of highest pixel over fSize [ratio]
- fAsym: continuous # distance from highest pixel to center, projected onto major axis [mm]
- fM3Long: continuous # 3rd root of third moment along major axis [mm]
- fM3Trans: continuous # 3rd root of third moment along minor axis [mm]
- fAlpha: continuous # angle of major axis with vector to origin [deg]
- fDist: continuous # distance from origin to center of ellipse [mm]
[Target]
- class: g(gamma; signal), h(hadron; background)
- Description
Analyze Logistic regression regression using plot, Bernoulli naive Bayes, K-NN, Weighted K-NN, K-means by Euclidean and Manhattan measurement, homogeneity and completeness.
- Code
writed on python3
this project is case study about practice of data mining technology
Superpixel algorithm utilization
- The purpose of data analysis
- What is the problem?
- Method
- How did they solve the problem using data mining?
- What kinds of data are used?
- Result
- What kinds of implication could be derived from the results of data analysis?
- How much benefit is obtained from the analysis?
- Reference