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Transformation of statistics by limiting extreme values
Winsorizing or winsorization is the transformation of statistics by limiting extreme values in the statistical data to reduce the effect of possibly spurious
Winsorizing
Statistical measure of central tendency
to the truncated mean. It involves the calculation of the mean after winsorizing — replacing given parts of a probability distribution or sample at the
Winsorized_mean
Loss function used in robust regression
function is used in robust statistics, M-estimation and additive modelling. Winsorizing Robust regression M-estimator Visual comparison of different M-estimators
Huber_loss
Topics referred to by the same term
portfolios, and distributes the Derwent pencil sets Winsorising, as in a Winsorized mean Winsor School in Boston, Massachusetts House of Windsor, the royal
Winsor
Nonparametric measure of rank correlation
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Spearman's rank correlation coefficient
Spearman's_rank_correlation_coefficient
Type of statistics
rate, whilst for absolute errors, it increases at a constant rate. When Winsorizing is used, a mixture of these two effects is introduced: for small values
Robust_statistics
Statistical modeling method
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Linear_regression
Statistical property
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Homoscedasticity and heteroscedasticity
Homoscedasticity_and_heteroscedasticity
Statistical hypothesis test
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Wilcoxon_signed-rank_test
Procedure to estimate standard deviation from a sample
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Unbiased estimation of standard deviation
Unbiased_estimation_of_standard_deviation
Probability of survival beyond any specified time
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Survival_function
Observation far apart from others in statistics and data science
sample consensus Robust regression Spiders Georg Studentized residual Winsorizing Grubbs, F. E. (February 1969). "Procedures for detecting outlying observations
Outlier
Signal processing technique
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Spectral_density_estimation
Number of values in the final calculation of a statistic that are free to vary
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Degrees of freedom (statistics)
Degrees_of_freedom_(statistics)
Statistical relationship
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Correlation
Type of statistical inference
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Frequentist_inference
Statistical measure of the magnitude of a phenomenon
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Effect_size
Accounting system used by a nation
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National_accounts
Statistical property quantifying how much a collection of data is spread out
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Statistical_dispersion
Signal representation
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Frequency_domain
Type of diagram
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Sina_plot
Single measure of some attribute of a sample
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Statistic
Collection of statistical models
heteroscedastic F test, Welch's heteroscedastic F test with trimmed means and Winsorized variances, Brown-Forsythe test, Alexander-Govern test, James second order
Analysis_of_variance
Degree to which a correct prediction of a system's state can be made
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Predictability
Test used in the analysis of stratified or matched categorical data
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Cochran–Mantel–Haenszel statistics
Cochran–Mantel–Haenszel_statistics
Concept in statistics
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Range_(statistics)
Theorem in statistics
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Lehmann–Scheffé_theorem
Measure of linear correlation
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Pearson correlation coefficient
Pearson_correlation_coefficient
Method of estimating the parameters of a statistical model, given observations
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Maximum_likelihood_estimation
Experiment methodology
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
A/B_testing
Data visualization
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Box_plot
Measure of variation in statistics
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Standard_deviation
Hypothesis test to compare the survival distributions of two samples
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Logrank_test
Unit of information
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Data
Range to estimate an unknown parameter
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Confidence_interval
Overview of and topical guide to statistics
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Outline_of_statistics
Statistical phenomenon
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Regression_toward_the_mean
Measure of distance between two proportions
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Cohen's_h
Variable representing a random phenomenon
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Random_variable
Normalized central moments
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Standardized_moment
Statistic which divides a data set into 100 parts and analyzes it as a percentage
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Percentile
Statistical measure of how far values spread from their average
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Variance
Test of normality in frequentist statistics
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Shapiro–Wilk_test
Number taken as representative of a list of numbers
strictly monotone, but some, such as the median, truncated mean, and winsorized mean, are only weakly monotone, and may remain the same after some of
Average
Statistical test
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Z-test
Type of chart
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Bar_chart
Statistical measure of central tendency
mean,[citation needed] but this name should not be confused with the Winsorized mean: in the latter, the observations that the trimmed mean would discard
Truncated_mean
Study of collection and analysis of data
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Statistics
Analysis of data by combining engineering and statistics
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Engineering_statistics
Statistical hypothesis test
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F-test
Interpretation of probability
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Bayesian_probability
Statistical theorem
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Wilks'_theorem
Experiment in which information about the test is masked to reduce bias
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Blinded_experiment
How many standard deviations apart from the mean an observed datum is
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Standard_score
Type of average of a collection of numbers
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Arithmetic_mean
Multidimensional data visualization
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Bagplot
Sampling from a population which can be partitioned into subpopulations
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Stratified_sampling
Statistical measure of variability
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Median_absolute_deviation
Method of statistical inference
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Statistical_hypothesis_test
Statistical hypothesis test
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Student's_t-test
Statistics concept
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Errors_and_residuals
Value that appears most often in a set of data
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Mode_(statistics)
Apparent lack of pattern or predictability in events
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Randomness
Distinction between nominal, ordinal, interval and ratio variables
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Level_of_measurement
Type of mathematical model
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Statistical_model
American statistician (1895–1951)
maint: location missing publisher (link) Frey, Bruce B. (2018-01-29). "Winsorizing". The Sage encyclopedia of educational research, measurement, and evaluation
Charles_Winsor
Statistical hypothesis test
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Chi-squared_test
Graphical representation of the distribution of numerical data
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Histogram
Concept in inferential statistics
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Statistical_significance
Concept in machine learning
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Double_descent
Fundamental theorem in probability theory and statistics
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Central_limit_theorem
Relationship between items in a set
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Ranking
Probabilistic problem-solving algorithm
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Monte_Carlo_method
Processes that maintain quality at a constant level
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Quality_control
Quantity that indexes a parametrized family of probability distributions
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Statistical_parameter
Mean in mathematics
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Heinz_mean
Statistical sampling technique
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Latin_hypercube_sampling
Bias in causal inference
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Confounding
Simultaneous observation and analysis of more than one outcome variable
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Multivariate_statistics
Series of questions for gathering information
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Questionnaire
Gathering information for analysis
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Data_collection
Statistical measure of association
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Cramér's_V
Phase of clinical research in medicine
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Clinical_trial
Measure of the asymmetry of random variables
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Skewness
Statistics applied to risk in insurance and other financial products
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Actuarial_science
Application of statistical techniques to biological systems
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Biostatistics
Person who works with theoretical or applied statistics
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Statistician
Scientific procedure performed to validate a hypothesis
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Experiment
Type of statistical measure over subsets of a dataset
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Moving_average
Relative measure of dispersion expressed as the ratio of standard deviation to the mean
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Coefficient_of_variation
Statistic measuring inter-rater agreement for categorical items
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Cohen's_kappa
Form of causal modeling that fit networks of constructs to data
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Structural_equation_modeling
Statistical measure to determine how suited data is for factor analysis
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Kaiser–Meyer–Olkin_test
Statistical property
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Bias_of_an_estimator
Concepts from statistical hypothesis testing
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Type_I_and_type_II_errors
Table that displays the frequency of variables
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Contingency_table
Well-behaved statistic Wick product Wilks' lambda distribution Wilks' theorem Winsorized mean Whipple's index White test White noise Wide and narrow data Wiener
List_of_statistics_articles
Mathematical relation assigning a probability event to a cost
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Loss_function
Nonparametric test of the null hypothesis
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Mann–Whitney_U_test
Non-parametric method for testing whether samples originate from the same distribution
normalization Unit vector normalization Data cleaning Data cleaning Outlier Winsorizing Truncation Missing data Data reduction Dimensionality reduction Principal
Kruskal–Wallis_test
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