Normal distribution: PDF and key properties.
easyAnswer
- X ~ : .
- Bell-shaped, symmetric around μ. ~68% of mass within 1σ, ~95% within 2σ, ~99.7% within 3σ.
- Sum of independent normals is normal.
- Standardized: Z = (X-μ)/σ ~ N(0,1).
- Universally used because of CLT — many sample statistics are approximately normal for large n.
Check yourself — multiple choice
- Uniform-shaped
- Bell curve; 68/95/99.7 rule; sum of independent normals is normal; universal due to CLT
- Discrete only
- Non-symmetric
Normal: bell curve with 68/95/99.7 rule + closed under sums.
#distributions#probability
Practise Statistics Fundamentals
215 interview questions in this topic.