Normal Distribution |
1733 |
https://en.wikipedia.org/wiki/Normal_distribution |
Astronomy and measurement errors |
Bell curve |
Biological, physical, social sciences |
Binomial Distribution |
1718 |
https://en.wikipedia.org/wiki/Binomial_distribution |
Probability theory |
Discrete probability distribution |
Genetics, coin flips |
Poisson Distribution |
1837 |
https://en.wikipedia.org/wiki/Poisson_distribution |
Modeling rare events |
Discrete, counts |
Ecology, particle physics |
Exponential Distribution |
1934 |
https://en.wikipedia.org/wiki/Exponential_distribution |
Survival analysis and queueing theory |
Continuous, time between events |
Reliability, lifespans |
Uniform Distribution |
mid-1900s |
https://en.wikipedia.org/wiki/Uniform_distribution_(continuous) |
Random number generation |
Constant probability |
Random events |
Geometric Distribution |
1713 |
https://en.wikipedia.org/wiki/Geometric_distribution |
Modeling binary outcomes |
Discrete, counts until success |
Foraging success, trials |
Beta Distribution |
1800s |
https://en.wikipedia.org/wiki/Beta_distribution |
Modeling probabilities and proportions |
Continuous on [0,1] |
Population genetics |
Gamma Distribution |
1838 |
https://en.wikipedia.org/wiki/Gamma_distribution |
Waiting times and lifetimes |
Generalized exponential distribution |
Earthquakes, queuing theory |
Log-Normal Distribution |
1879 |
https://en.wikipedia.org/wiki/Log-normal_distribution |
Modeling multiplicative processes |
Skewed to the right |
Organism sizes, wealth distribution |
Cauchy Distribution |
1853 |
https://en.wikipedia.org/wiki/Cauchy_distribution |
Resonance and signal processing |
Heavy-tailed, undefined mean/variance |
Signal processing, physics |