Book:Statistics review

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Statistics review
Including a probability theory background
Anscombe's quartet 3.svg
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Statistics review[edit]

Including a probability theory background[edit]

Statistics
Probability theory
Discrete probability
Discrete probability distribution
Probability mass function
Poisson distribution
Bernoulli distribution
Binomial distribution
Geometric distribution
Negative binomial distribution
Discrete uniform distribution
Continuous probability
Continuous probability distribution
Normal distribution
Exponential distribution
Chi-squared distribution
Student's t-distribution
Noncentral t-distribution
Continuous uniform distribution
Cumulative distribution function
Degrees of freedom
Probability
Random variable
Probability distribution
Probability density function
Law of large numbers
Central limit theorem
Independent events
Stochastic process
Independent and identically distributed random variables
Descriptive Statistics
Mean
Expected value
Variance
Correlation and dependence
Error and residuals
Data analysis
Regression analysis
Analysis of variance
General linear model
Generalized linear model
Mathematical statistics
Likelihood function
Coefficient of determination
Inference
Statistical inference
Confidence interval
Statistical hypothesis testing
Null hypothesis
Alternative hypothesis
Type I and type II errors
P-value
Statistical power
Time Series Analysis
Time Series
Decomposition of time series
Seasonality
Box–Jenkins methodology
Stationary process
White noise
Autocorrelation
Partial autocorrelation
Correlogram
Lag operator
Autoregressive (AR) model
Moving average (MA) model
Autoregressive moving average (ARMA) model
Autoregressive integrated moving average (ARIMA) model
Autoregressive conditional heteroskedasticity (ARCH) model
Durbin–Watson statistic
Breusch–Godfrey test
Other
Monte Carlo method