Applied Statistical Methods -- Assignments Dashboard

MATH F432, BITS Pilani Dubai · Interval estimation, hypothesis testing, regression, ANOVA & classification

pythonscipystatsmodelsscikit-learnhypothesis testing

Assignment 1 — BMI One-Sample t-Test

Sample mean vs. hypothesized national average (95% CI: 29.61–31.33)

Full results

Assignment 2, Part A — Multiple Linear Regression (Sales ~ TV + Radio + Newspaper)

Regression coefficients (green = significant at α=0.05)

Coefficients

PredictorCoef.SEtp95% CI

Model fit & diagnostics

Assignment 2, Part B — One-Way ANOVA & LDA Classification (Iris)

Mean petal length by species

LDA per-species F1-score (test accuracy 97.8%)

ANOVA & robustness checks

TestStatisticp-valueConclusion

Tukey HSD post-hoc (pairwise comparisons)

Group 1Group 2Mean diff.p (adj.)Reject H0?