Stony Brook CSE 544 (Probability and Statistics for Data Science) Project featuring Manthan Singh, Bindu Bhargava Reddy Chintam, Anish Philip, Hein Zaw.
- Outlier Detection
- Linear Interpolation of missing data-points
- Performing Wald’s test, Z-test and T-test (H0: Feature in April and May are the same)
- Performing K-S test and Permutation test (H0: Trip Distance and Fare Amount follow the same distribution)
- Multiple Linear regression using Normal Equation
- Time Series Analysis (EWMA, Auto Regression, Simple Moving Average)
- Chi-Square Test (H0: Tip Amount is dependent on the passenger category)
- Bayesian Test (Updated mean, Updated standard deviation and Maximum A Posterior of posterior distribution)