User:Fatka/Books/Probability distributions and statistics

Statistics and probability for data analysis

 * Probability
 * Probability theory
 * Probability distribution
 * Probability mass function
 * Probability density function
 * Cumulative distribution function
 * Quantile function
 * List of probability distributions


 * Common distributions
 * Power law
 * Exponential distribution
 * Binomial distribution
 * Negative binomial distribution
 * Normal distribution
 * Log-normal distribution
 * Multivariate normal distribution
 * Poisson distribution
 * Poisson binomial distribution
 * Landau distribution
 * Maxwell–Boltzmann distribution
 * Student's t-distribution


 * Ideas in statistics
 * Concepts
 * Random variable
 * A priori
 * Degrees of freedom
 * Histogram
 * Raw moment
 * Central moment
 * Expected value
 * Variance
 * Standard deviation
 * Skewness
 * Kurtosis
 * L-moment
 * Moment-generating function
 * Characteristic function
 * Probability-generating function
 * Likelihood function
 * Maximum likelihood
 * Cumulant
 * Probability
 * Posterior probability
 * Empirical probability
 * A priori probability
 * Bayes' theorem
 * Bayesian probability
 * Frequency probability
 * Truncated distribution
 * Fitting
 * Curve fitting
 * Goodness of fit
 * Chi-square distribution
 * Cumulative distribution function
 * Errors and residuals in statistics
 * Intervals
 * Confidence interval
 * Binomial proportion confidence interval


 * Statistical inference and hypothesis testing
 * Statistical hypothesis testing
 * Null hypothesis
 * Test statistic
 * P-value
 * Statistical inference
 * Bayesian inference
 * Frequentist inference
 * Statistical significance


 * Appendix: Related functions
 * Error function
 * Gaussian function
 * Gaussian integral


 * Appendix: Goodness of fit tests
 * Kolmogorov–Smirnov test
 * Chi-square test
 * Pearson's chi-square test
 * Likelihood-ratio test