Frequency (statistics)
In statistics the frequency of an event i is the number ni of times the event occurred in the experiment or the study. These frequencies are often graphically represented in histograms.
We speak of absolute frequencies, when the counts ni themselves are given and of (relative) frequencies, when those are normalized by the total number of events:
Taking the fi for all i and tabulating or plotting them leads to a frequency distribution.
The relative frequency density of the occurrence of an event is the score divided by the total number of observations.
For example: If the lower extreme of the class you are measuring the density of is 15 and the upper extreme of the class you are measuring is 30, given a relative frequency of 0.0625, you would calculate the frequency density for this class to be:
- Relative frequency / (Upper extreme of class − lower extreme of class) = density
- 0.0625 / (30 − 15) = 0.0625 / 15 = 0.0041666.. That is: 0.00417 to 5 decimal places.
In biology, relative frequency is the occurrence of a single gene in a specific species that makes up a gene pool.
The limiting relative frequency of an event over a long series of trials is the conceptual foundation of the frequency interpretation of probability. In this framework, it is assumed that as the length of the series increases without bound, the fraction of the experiments in which we observe the event will stabilize. This interpretation is often contrasted with Bayesian probability.
See also
Statistics |
|
Descriptive statistics |
|
Continuous data
|
Location
|
|
|
Dispersion
|
|
|
Shape
|
|
|
|
Count data
|
Index of dispersion
|
|
Summary tables
|
Grouped data · Frequency distribution · Contingency table
|
|
|
Pearson product-moment correlation · Rank correlation ( Spearman's rho, Kendall's tau) · Partial correlation · Scatter plot
|
|
Statistical graphics
|
Bar chart · Biplot · Box plot · Control chart · Correlogram · Forest plot · Histogram · Q-Q plot · Run chart · Scatter plot · Stemplot · Radar chart
|
|
|
|
Data collection |
|
Designing studies
|
Effect size · Standard error · Statistical power · Sample size determination
|
|
Survey methodology
|
|
|
|
Design of experiments · Randomized experiment · Random assignment · Replication · Blocking · Regression discontinuity · Optimal design
|
|
Uncontrolled studies
|
Natural experiment · Quasi-experiment · Observational study
|
|
|
|
Statistical inference |
|
|
Bayesian probability · Prior · Posterior · Credible interval · Bayes factor · Bayesian estimator · Maximum posterior estimator
|
|
Frequentist inference
|
|
|
Specific tests
|
Z-test (normal) · Student's t-test · F-test · Chi-square test · Pearson's chi-square · Wald test · Mann–Whitney U · Shapiro–Wilk · Signed-rank · Likelihood-ratio
|
|
|
Mean-unbiased · Median-unbiased · Maximum likelihood · Method of moments · Minimum distance · Maximum spacing · Density estimation
|
|
|
|
Correlation and regression analysis |
|
|
Pearson product-moment correlation · Partial correlation · Confounding variable · Coefficient of determination
|
|
|
Errors and residuals · Regression model validation · Mixed effects models · Simultaneous equations models
|
|
|
Simple linear regression · Ordinary least squares · General linear model · Bayesian regression
|
|
Non-standard predictors
|
Nonlinear regression · Nonparametric · Semiparametric · Isotonic · Robust
|
|
Generalized linear model
|
Exponential families · Logistic (Bernoulli) · Binomial · Poisson
|
|
Formal analyses
|
|
|
|
|
Data analyses and models for other specific data types |
|
|
Multivariate statistics
|
|
|
|
Decomposition · Trend estimation · Box–Jenkins · ARMA models · Spectral density estimation
|
|
Survival analysis
|
Survival function · Kaplan–Meier · Logrank test · Failure rate · Proportional hazards models · Accelerated failure time model
|
|
Categorical data
|
McNemar's test · Cohen's kappa
|
|
|
|
Applications |
|
Engineering statistics
|
Methods engineering · Probabilistic design · Process & Quality control · Reliability · System identification
|
|
Environmental statistics
|
|
|
Medical statistics
|
|
|
Social statistics
|
|
|
|
|
Category · Portal · Outline · Index |
|